filename
string | title
string | abstract
string | pred_lin
sequence | prompt
string |
---|---|---|---|---|
3A176077913X.jsonld | Medicinal plants : from farm to pharmacy | 1. The Evolution of Modern Medicine: Garden to Pill Box -- 2. Bioprospecting for Pharmaceuticals- An Overview and Vision for Future Access and Benefit Sharing -- 3.Nepal: A Global Hotspot for Medicinal Orchids -- 4.Current Status and Future Prospects for Select Underutilized Medicinally-Valuable Plants of Puerto Rico: A Case Study -- 5. Black Pepper: Health Benefits, In Vitro Multiplication and Commercial Cultivation -- 6.Prospects for Goji Berry (Lycium barbarum L.) Production in North America -- 7. Skullcaps (Scutellaria spp.): Ethnobotany and Current Research -- 8. Cultivating Medical Grade Cannabis for the Development of Phytopharmaceuticals -- 9. Natural Products as Possible Vaccine Adjuvants for Infectious Diseases and Cancer -- 10. In vitro Plant Cell Cultures: A Route to Production of Natural Molecules and Systematic in vitro Assays for Their Biological Properties -- 11. Antioxidant, Antimicrobial, Analgesic, Anti-inflammatory and Antipyretic Effects of Bioactive Compounds from Passiflora Species -- 12. Modulation of Tumor Immunity by Medicinal Plant or Functional Food Derived Compounds -- 13. Dietary Brown Seaweed Extract Supplementation in Small Ruminants -- 14. Discovery of Green Tea Polyphenol-Based Antitumor Drugs: Mechanisms of Action and Clinical Implications -- 15.Therapeutic and Medicinal Uses of Terpenes -- 16. Unexplored Medicinal Flora Hidden Within South Africa’s Wetlands -- 17. Seabuckthorn: A Multipurpose Medicinal Plant From Upper Himalayas -- Index This book offers a fresh look on a variety of issues concerning herbal medicine - the methods of growing and harvesting various medicinal plants; their phytochemical content; medicinal usage; regulatory issues; and mechanism of action against myriad of human and animal ailments. ‘Medicinal Plants: From Farm to Pharmacy’ comprises chapters authored by renowned experts from academics and industry from all over the world. It provides timely, in-depth study/analysis of medicinal plants that are already available in the market as supplements or drug components, while also introducing several traditional herbs with potential medicinal applications from various regions of the world. The book caters to the needs of a diverse group of readers: plant growers, who are looking for ways to enhance the value of their crops by increasing phytochemical content of plant products; biomedical scientists who are studying newer applications for crude herbal extracts or isolated phytochemicals; clinicians and pharmacologists who are studying interactions of herbal compounds with conventional treatment modalities; entrepreneurs who are navigating ways to bring novel herbal supplements to the market; and finally, natural medicine enthusiasts and end-users who want to learn how herbal compounds are produced in nature, how do they work and how are they used in traditional or modern medicine for various disease indications | [
"['meda']",
"['hor']",
"['bio']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Medicinal plants : from farm to pharmacy
- Document Abstract: 1. The Evolution of Modern Medicine: Garden to Pill Box -- 2. Bioprospecting for Pharmaceuticals- An Overview and Vision for Future Access and Benefit Sharing -- 3.Nepal: A Global Hotspot for Medicinal Orchids -- 4.Current Status and Future Prospects for Select Underutilized Medicinally-Valuable Plants of Puerto Rico: A Case Study -- 5. Black Pepper: Health Benefits, In Vitro Multiplication and Commercial Cultivation -- 6.Prospects for Goji Berry (Lycium barbarum L.) Production in North America -- 7. Skullcaps (Scutellaria spp.): Ethnobotany and Current Research -- 8. Cultivating Medical Grade Cannabis for the Development of Phytopharmaceuticals -- 9. Natural Products as Possible Vaccine Adjuvants for Infectious Diseases and Cancer -- 10. In vitro Plant Cell Cultures: A Route to Production of Natural Molecules and Systematic in vitro Assays for Their Biological Properties -- 11. Antioxidant, Antimicrobial, Analgesic, Anti-inflammatory and Antipyretic Effects of Bioactive Compounds from Passiflora Species -- 12. Modulation of Tumor Immunity by Medicinal Plant or Functional Food Derived Compounds -- 13. Dietary Brown Seaweed Extract Supplementation in Small Ruminants -- 14. Discovery of Green Tea Polyphenol-Based Antitumor Drugs: Mechanisms of Action and Clinical Implications -- 15.Therapeutic and Medicinal Uses of Terpenes -- 16. Unexplored Medicinal Flora Hidden Within South Africa’s Wetlands -- 17. Seabuckthorn: A Multipurpose Medicinal Plant From Upper Himalayas -- Index This book offers a fresh look on a variety of issues concerning herbal medicine - the methods of growing and harvesting various medicinal plants; their phytochemical content; medicinal usage; regulatory issues; and mechanism of action against myriad of human and animal ailments. ‘Medicinal Plants: From Farm to Pharmacy’ comprises chapters authored by renowned experts from academics and industry from all over the world. It provides timely, in-depth study/analysis of medicinal plants that are already available in the market as supplements or drug components, while also introducing several traditional herbs with potential medicinal applications from various regions of the world. The book caters to the needs of a diverse group of readers: plant growers, who are looking for ways to enhance the value of their crops by increasing phytochemical content of plant products; biomedical scientists who are studying newer applications for crude herbal extracts or isolated phytochemicals; clinicians and pharmacologists who are studying interactions of herbal compounds with conventional treatment modalities; entrepreneurs who are navigating ways to bring novel herbal supplements to the market; and finally, natural medicine enthusiasts and end-users who want to learn how herbal compounds are produced in nature, how do they work and how are they used in traditional or modern medicine for various disease indications
- Document LIN Search class: ['meda'], ['hor'], ['bio']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A476314097.jsonld | Ahimsā, anekānta, and Jaininsm | Contributed research papers presented at a seminar held on Jan. 19-20, 2002 at California State Polytechnic University, Pomona | [
"['rest']",
"['phy']",
"['lit']",
"['oek']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Ahimsā, anekānta, and Jaininsm
- Document Abstract: Contributed research papers presented at a seminar held on Jan. 19-20, 2002 at California State Polytechnic University, Pomona
- Document LIN Search class: ['rest'], ['phy'], ['lit'], ['oek']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1647314771.jsonld | Tumor Prevention and Genetics III | This volume contains the majority of the invited keynote lectures presented by experts at the Third International Conference on Controversies in Tumor Prevention and Genetics on 12-14 February 2004 in St.Gallen, Switzerland. Together, they reveal the latest findings in oncogenetics and its relations to recent and future developments in primary and secondary tumor prevention, especially in breast, colon and lung cancer. All contributions are written and have been critically reviewed by internationally recognised leaders in the field. This volume contains the majority of the invited keynote lectures presented by experts at the Third International Conference on Controversies in Tumor Prevention and Genetics on 12-14 February 2004 in St. Gallen, Switzerland. Together, they reveal the latest findings in oncogenetics and its relations to recent and future developments in primary and secondary tumor prevention, especially in breast, colon and lung cancer. All contributions are written and have been critically reviewed by internationally recognised leaders in the field | [
"['meda']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Tumor Prevention and Genetics III
- Document Abstract: This volume contains the majority of the invited keynote lectures presented by experts at the Third International Conference on Controversies in Tumor Prevention and Genetics on 12-14 February 2004 in St.Gallen, Switzerland. Together, they reveal the latest findings in oncogenetics and its relations to recent and future developments in primary and secondary tumor prevention, especially in breast, colon and lung cancer. All contributions are written and have been critically reviewed by internationally recognised leaders in the field. This volume contains the majority of the invited keynote lectures presented by experts at the Third International Conference on Controversies in Tumor Prevention and Genetics on 12-14 February 2004 in St. Gallen, Switzerland. Together, they reveal the latest findings in oncogenetics and its relations to recent and future developments in primary and secondary tumor prevention, especially in breast, colon and lung cancer. All contributions are written and have been critically reviewed by internationally recognised leaders in the field
- Document LIN Search class: ['meda']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A810743892.jsonld | Women's rituals and ceremonies in Shiite Iran and Muslim communities : methodological and theoretical challenges | Reenacting the past, negotiating the present : ʻArus-i Qonraysh ritual of Iranian women / Sabine Kalinock -- Sofrih and walima : food as ritual in the Islamic Republic of Iran / Faegheh Shirazi -- Gageriveh, Bakhtiari women's lamentation : between self-suffering and tribal identity / Pedram Khosronejad -- Healing rituals among female Turkmans of Iran / Manijeh Maghsudi -- Feelings, funerals and female Muslim-Hui in southwest Shandong China / Su Min -- Methodological implications of the researcher's gender and religion : reflections on fieldwork with Sufi women in Istanbul / Anna Neubauer -- Women transferring Shia rituals in western Migrancy / Ingvild Flaskerud | [
"['sow']",
"['rel']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Women's rituals and ceremonies in Shiite Iran and Muslim communities : methodological and theoretical challenges
- Document Abstract: Reenacting the past, negotiating the present : ʻArus-i Qonraysh ritual of Iranian women / Sabine Kalinock -- Sofrih and walima : food as ritual in the Islamic Republic of Iran / Faegheh Shirazi -- Gageriveh, Bakhtiari women's lamentation : between self-suffering and tribal identity / Pedram Khosronejad -- Healing rituals among female Turkmans of Iran / Manijeh Maghsudi -- Feelings, funerals and female Muslim-Hui in southwest Shandong China / Su Min -- Methodological implications of the researcher's gender and religion : reflections on fieldwork with Sufi women in Istanbul / Anna Neubauer -- Women transferring Shia rituals in western Migrancy / Ingvild Flaskerud
- Document LIN Search class: ['sow'], ['rel']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1655303694.jsonld | Quantum Groups : Proceedings of Workshops held in the Euler International Mathematical Institute, Leningrad, Fall 1990 | The theory of Quantum Groups is a rapidly developing area with numerous applications in mathematics and theoretical physics, e.g. in link and knot invariants in topology, q-special functions, conformal field theory, quantum integrable models. The aim of the Euler Institute's workshops was to review and compile the progress achieved in the different subfields. Near 100 participants came from 14 countries. More than 20 contributions written up for this book contain new, unpublished material and half of them include a survey of recent results in the field (deformation theory, graded differential algebras, contraction technique, knot invariants, q-special functions). FROM THE CONTENTS: V.G. Drinfeld: On Some Unsolved Problems in Quantum Group Theory.- M. Gerstenhaber, A. Giaquinto, S.D. Schack: Quantum Symmetry.- L.I. Korogodsky,L.L. Vaksman: Quantum G-Spaces and Heisenberg Algebra.-J. Stasheff: Differential Graded Lie Algebras, Quasi-Hopf Algebras and Higher Homotopy Algebras.- A.Yu. Alekseev, L.D. Faddeev, M.A. Semenov-Tian-Shansky: Hidden Quantum Groups inside Kac-Moody Algebras.- J.-L. Gervais: Quantum Group Symmetry of 2D Gravity.- T. Kohno: Invariants of 3-Manifolds Based on Conformal Field Theory and Heegaard Splitting.- O. Viro: Moves of Triangulations of a PL-Manifold | [
"['mat']",
"['phy']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Quantum Groups : Proceedings of Workshops held in the Euler International Mathematical Institute, Leningrad, Fall 1990
- Document Abstract: The theory of Quantum Groups is a rapidly developing area with numerous applications in mathematics and theoretical physics, e.g. in link and knot invariants in topology, q-special functions, conformal field theory, quantum integrable models. The aim of the Euler Institute's workshops was to review and compile the progress achieved in the different subfields. Near 100 participants came from 14 countries. More than 20 contributions written up for this book contain new, unpublished material and half of them include a survey of recent results in the field (deformation theory, graded differential algebras, contraction technique, knot invariants, q-special functions). FROM THE CONTENTS: V.G. Drinfeld: On Some Unsolved Problems in Quantum Group Theory.- M. Gerstenhaber, A. Giaquinto, S.D. Schack: Quantum Symmetry.- L.I. Korogodsky,L.L. Vaksman: Quantum G-Spaces and Heisenberg Algebra.-J. Stasheff: Differential Graded Lie Algebras, Quasi-Hopf Algebras and Higher Homotopy Algebras.- A.Yu. Alekseev, L.D. Faddeev, M.A. Semenov-Tian-Shansky: Hidden Quantum Groups inside Kac-Moody Algebras.- J.-L. Gervais: Quantum Group Symmetry of 2D Gravity.- T. Kohno: Invariants of 3-Manifolds Based on Conformal Field Theory and Heegaard Splitting.- O. Viro: Moves of Triangulations of a PL-Manifold
- Document LIN Search class: ['mat'], ['phy']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1793696608.jsonld | Architecture and collective life | New geography and the planners -- Authority -- The welfare state -- Autonomy and organisation -- Practice and life "This book addresses the complex relationship between architecture and public life. It's a study of architecture and urbanism as cultural activity that both reflects and gives shape to our social relations, public institutions and political processes. Written by an international range of contributors the chapters address the intersection of public life and the built environment around the themes of authority and planning, the welfare state, place and identity and autonomy. The book covers a diverse range of material from Foucault's evolving thoughts on space to land-scraping leisure centres in Post-War Belgium. It unpacks concepts such as 'community' and 'collectivity' alongside themes of self-organisation and authorship. Architecture and Collective Life reflects on urban and architectural practice and historical, political and social change. As such this book will be of great interest to students and academics in architecture and urbanism as well as practicing architects"-- | [
"['sow']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Architecture and collective life
- Document Abstract: New geography and the planners -- Authority -- The welfare state -- Autonomy and organisation -- Practice and life "This book addresses the complex relationship between architecture and public life. It's a study of architecture and urbanism as cultural activity that both reflects and gives shape to our social relations, public institutions and political processes. Written by an international range of contributors the chapters address the intersection of public life and the built environment around the themes of authority and planning, the welfare state, place and identity and autonomy. The book covers a diverse range of material from Foucault's evolving thoughts on space to land-scraping leisure centres in Post-War Belgium. It unpacks concepts such as 'community' and 'collectivity' alongside themes of self-organisation and authorship. Architecture and Collective Life reflects on urban and architectural practice and historical, political and social change. As such this book will be of great interest to students and academics in architecture and urbanism as well as practicing architects"--
- Document LIN Search class: ['sow']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1655136836.jsonld | Mathematical Economics : Lectures given at the 2nd 1986 Session of the Centro Internazionale Matematico Estivo (C.I.M.E.) held at Montecatini Terme, Italy June 25 – July 3, 1986 | Contents: I. Ekeland: Some Variational Methods Arising from Mathematical Economics.- A. Mas-Colell: Four Lectures on the Differentiable Approach to General Equilibrium Theory.- J. Scheinkman: Dynamic General Equilibrium Models.- S. Zamir: Topics in Non Cooperative Game Theory | [
"['oek']",
"['mat']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Mathematical Economics : Lectures given at the 2nd 1986 Session of the Centro Internazionale Matematico Estivo (C.I.M.E.) held at Montecatini Terme, Italy June 25 – July 3, 1986
- Document Abstract: Contents: I. Ekeland: Some Variational Methods Arising from Mathematical Economics.- A. Mas-Colell: Four Lectures on the Differentiable Approach to General Equilibrium Theory.- J. Scheinkman: Dynamic General Equilibrium Models.- S. Zamir: Topics in Non Cooperative Game Theory
- Document LIN Search class: ['oek'], ['mat']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1770071814.jsonld | Advances in human factors and ergonomics in healthcare and medical devices : proceedings of the AHFE 2020 Virtual Conference on Human Factors and Ergonomics in Healthcare and Medical Devices, July 16-20, 2020, USA | This book explores how human factors and ergonomic principles are currently transforming healthcare. It reports on the design of systems and devices used to improve the quality, safety, efficiency and effectiveness of patient care, and discusses findings on improving organizational outcomes in the healthcare setting, as well as approaches to analyzing and modeling those work aspects that are unique to healthcare. Based on papers presented at the AHFE 2020 Virtual Conference on Human Factors and Ergonomics in Healthcare and Medical Devices, held on July 16-20, 2020, the book highlights the physical, cognitive and organizational aspects of human factors and ergonomic applications, and shares various perspectives, including those of clinicians, patients, health organizations and insurance providers. Given its scope, the book offers a timely reference guide for researchers involved in the design of medical systems and healthcare professionals managing healthcare settings, as well as healthcare counselors and international health organizations | [
"['med']",
"['meda']",
"['mat']",
"['inf']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Advances in human factors and ergonomics in healthcare and medical devices : proceedings of the AHFE 2020 Virtual Conference on Human Factors and Ergonomics in Healthcare and Medical Devices, July 16-20, 2020, USA
- Document Abstract: This book explores how human factors and ergonomic principles are currently transforming healthcare. It reports on the design of systems and devices used to improve the quality, safety, efficiency and effectiveness of patient care, and discusses findings on improving organizational outcomes in the healthcare setting, as well as approaches to analyzing and modeling those work aspects that are unique to healthcare. Based on papers presented at the AHFE 2020 Virtual Conference on Human Factors and Ergonomics in Healthcare and Medical Devices, held on July 16-20, 2020, the book highlights the physical, cognitive and organizational aspects of human factors and ergonomic applications, and shares various perspectives, including those of clinicians, patients, health organizations and insurance providers. Given its scope, the book offers a timely reference guide for researchers involved in the design of medical systems and healthcare professionals managing healthcare settings, as well as healthcare counselors and international health organizations
- Document LIN Search class: ['med'], ['meda'], ['mat'], ['inf']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A570627281.jsonld | Poteri signorili e feudali nelle campagne dell'Italia settentrionale fra Tre e Quattrocento : fondamenti di legittimità e forme di esercizio ; atti del convegno di studi, Milano, 11 - 12 aprile 2003 | This volume contains the proceedings of the study convention held in Milan on 11 and 12 April 2003. The objective of these study days was to address the question of the powers of lordship which were exercised in the countryside of central-northern Italy between the mid fourteenth century and the end of the fifteenth century. The discussions focused on what instruments and what foundations of legitimacy these same powers had and what was their relationship with the authority of the prince and with the ordinary citizen, on the one hand, and with the community and the homines on the other. These and various other issues thrown up by the study of feudal power are the topics which emerge in the various contributions gathered in this volume, devoted principally to the Lombardy of the Visconti and the Sforza, but also to other areas of Italy | [
"['his']",
"['sow']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Poteri signorili e feudali nelle campagne dell'Italia settentrionale fra Tre e Quattrocento : fondamenti di legittimità e forme di esercizio ; atti del convegno di studi, Milano, 11 - 12 aprile 2003
- Document Abstract: This volume contains the proceedings of the study convention held in Milan on 11 and 12 April 2003. The objective of these study days was to address the question of the powers of lordship which were exercised in the countryside of central-northern Italy between the mid fourteenth century and the end of the fifteenth century. The discussions focused on what instruments and what foundations of legitimacy these same powers had and what was their relationship with the authority of the prince and with the ordinary citizen, on the one hand, and with the community and the homines on the other. These and various other issues thrown up by the study of feudal power are the topics which emerge in the various contributions gathered in this volume, devoted principally to the Lombardy of the Visconti and the Sforza, but also to other areas of Italy
- Document LIN Search class: ['his'], ['sow']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1685492967.jsonld | Frontiers in pattern recognition and artificial intelligence | 3.3.1. Language Models3.3.2. Language Representation; 3.3.3. Model Architectures; 3.3.4. Successful Applications; 4. Conclusion; References; Chapter 4: Handwriting Recognition Systems and Applications; 1. Introduction; 2. Online and Offline Handwriting Recognition; 3. Handwriting Recognition Challenges; 3.1. Chinese Handwriting Recognition; 3.2. Arabic Handwriting Recognition; 4. Handwriting Recognition Process; 4.1. Feature Extraction; 4.2. Classification; 5. Handwriting Recognition Applications; 5.1. Handwritten Character Recognition; 5.2. Handwritten Text Recognition Intro; Contents; Preface; List of Contributors; Chapter 1: Artificial Intelligence: An Overview; 1. Smart Devices; 2. Defining AI; 3. The Early History of AI; 4. AI Landmarks; 4.1. Formal Reasoning; 4.2. Natural Language Processing; 4.3. Robotics; 4.4. Game Playing; 5. AI Technologies; 5.1. Symbolic AI; 5.2. Bayesian Networks; 5.3. Evolutionary Algorithms; 5.4. Deep Learning; 6. The Future: Artificial General Intelligence?; References; Chapter 2: Diverse Perspectives on the Relationship between Artificial Intelligence and Pattern Recognition; 1. The Perspective of Björn Barz 2. The Perspective of Prerana Mukherjee and Brejesh Lall2.1. Towards understanding AI and PR concepts; 2.2. Case scenarios and applications; 2.3. Conclusion; 3. The Perspective of Elham Vahdati; References; Chapter 3: Natural Language Processing: An Overview; 1. Introduction; 1.1. Natural versus Artificial Languages; 1.2. Natural Language Understanding versus Generation; 1.3. Components of Natural Language Processing Systems; 2. Applications; 2.1. Low-Level Applications; 2.2. High-Level Applications; 3. NLP Techniques; 3.1. Symbolic NLP; 3.2. Statistical NLP; 3.3. Deep Learning for NLP 5.3. Signature Verification5.4. Handwritten Word Spotting; 5.4.1. Definition; 5.4.2. Input Queries; 5.4.3. Word Spotting Approaches; 6. Conclusion; References; Chapter 5: A New Roadmap for Evaluating Descriptive Handwritten Answer Script; 1. Introduction; 2. Related Work; 3. Proposed Roadmap; 3.1. Preprocessing for Cleaning Documents and Removing Struck out Text; 3.2. Text Line and Word Segmentation; 3.3. Degree of Relevancy for Word Spotting; 3.4. Degree of Relevancy at the Text Line Level for Final Grading; 4. Experimental Analysis; 5. Conclusions and Future Work; Acknowledgments | [
"['inf']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Frontiers in pattern recognition and artificial intelligence
- Document Abstract: 3.3.1. Language Models3.3.2. Language Representation; 3.3.3. Model Architectures; 3.3.4. Successful Applications; 4. Conclusion; References; Chapter 4: Handwriting Recognition Systems and Applications; 1. Introduction; 2. Online and Offline Handwriting Recognition; 3. Handwriting Recognition Challenges; 3.1. Chinese Handwriting Recognition; 3.2. Arabic Handwriting Recognition; 4. Handwriting Recognition Process; 4.1. Feature Extraction; 4.2. Classification; 5. Handwriting Recognition Applications; 5.1. Handwritten Character Recognition; 5.2. Handwritten Text Recognition Intro; Contents; Preface; List of Contributors; Chapter 1: Artificial Intelligence: An Overview; 1. Smart Devices; 2. Defining AI; 3. The Early History of AI; 4. AI Landmarks; 4.1. Formal Reasoning; 4.2. Natural Language Processing; 4.3. Robotics; 4.4. Game Playing; 5. AI Technologies; 5.1. Symbolic AI; 5.2. Bayesian Networks; 5.3. Evolutionary Algorithms; 5.4. Deep Learning; 6. The Future: Artificial General Intelligence?; References; Chapter 2: Diverse Perspectives on the Relationship between Artificial Intelligence and Pattern Recognition; 1. The Perspective of Björn Barz 2. The Perspective of Prerana Mukherjee and Brejesh Lall2.1. Towards understanding AI and PR concepts; 2.2. Case scenarios and applications; 2.3. Conclusion; 3. The Perspective of Elham Vahdati; References; Chapter 3: Natural Language Processing: An Overview; 1. Introduction; 1.1. Natural versus Artificial Languages; 1.2. Natural Language Understanding versus Generation; 1.3. Components of Natural Language Processing Systems; 2. Applications; 2.1. Low-Level Applications; 2.2. High-Level Applications; 3. NLP Techniques; 3.1. Symbolic NLP; 3.2. Statistical NLP; 3.3. Deep Learning for NLP 5.3. Signature Verification5.4. Handwritten Word Spotting; 5.4.1. Definition; 5.4.2. Input Queries; 5.4.3. Word Spotting Approaches; 6. Conclusion; References; Chapter 5: A New Roadmap for Evaluating Descriptive Handwritten Answer Script; 1. Introduction; 2. Related Work; 3. Proposed Roadmap; 3.1. Preprocessing for Cleaning Documents and Removing Struck out Text; 3.2. Text Line and Word Segmentation; 3.3. Degree of Relevancy for Word Spotting; 3.4. Degree of Relevancy at the Text Line Level for Final Grading; 4. Experimental Analysis; 5. Conclusions and Future Work; Acknowledgments
- Document LIN Search class: ['inf']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1742967345.jsonld | Approaches to discourse analysis | "Approaches to Discourse Analysis lends insights into micro-linguistic strategies, multimodality, meaning making, relationship and identity negotiation, ideological constructions, cultural practices, and our social worlds. The approaches employed in the eleven chapters are qualitative and quantitative; involve categorizing tokens and turn-by-turn analysis; use a range of transcription conventions; analyze speech, embodied communication, and online texts and images; differently rely on ethnographic and participants' own interpretive insights; and differ in myriad other subtle and not-so-subtle ways. The chapters analyze discourse in multiple languages, across multiple contexts, and in multiple modes. Collectively, they highlight the diversity and complexity of the field in terms of methods of data collection, topical foci, and analytic procedures, while emphasizing a unified goal of understanding communication as fundamentally connected to human agency and creativity, as co-constructed, and as embedded in and constitutive of our social and cultural worlds. Approaches to Discourse Analysis demonstrates the importance of the diverse perspectives that various approaches to discourse bring to bear on human communication, while also providing readers a window to the branches of our discipline, and how they diverge, intertwine, and blossom"-- | [
"['lin']",
"['lit']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Approaches to discourse analysis
- Document Abstract: "Approaches to Discourse Analysis lends insights into micro-linguistic strategies, multimodality, meaning making, relationship and identity negotiation, ideological constructions, cultural practices, and our social worlds. The approaches employed in the eleven chapters are qualitative and quantitative; involve categorizing tokens and turn-by-turn analysis; use a range of transcription conventions; analyze speech, embodied communication, and online texts and images; differently rely on ethnographic and participants' own interpretive insights; and differ in myriad other subtle and not-so-subtle ways. The chapters analyze discourse in multiple languages, across multiple contexts, and in multiple modes. Collectively, they highlight the diversity and complexity of the field in terms of methods of data collection, topical foci, and analytic procedures, while emphasizing a unified goal of understanding communication as fundamentally connected to human agency and creativity, as co-constructed, and as embedded in and constitutive of our social and cultural worlds. Approaches to Discourse Analysis demonstrates the importance of the diverse perspectives that various approaches to discourse bring to bear on human communication, while also providing readers a window to the branches of our discipline, and how they diverge, intertwine, and blossom"--
- Document LIN Search class: ['lin'], ['lit']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1850569436.jsonld | The use of artificial intelligence for space applications : Workshop at the 2022 International Conference on Applied Intelligence and Informatics | This book is an ideal and practical resource on the potential impact Artificial Intelligence (AI) can have in space sciences and applications. AI for Space Application presents a hands-on approach to browse in the subject and to learning how to do. AI is not yet fully accepted as a pervasive technology in space applications because they are often mission-critical and the cost of space equipment and modules raises skepticism on any practical use and reliability. However, it is evident that its potential impact on many aspects is dramatic. Starting from either actual or experimental realizations, the book accompanies the reader through such fascinating subjects like space exploration, autonomous navigation and landing, rover control and guidance on rough surfaces, image analysis automation for planet or star classification, and for space debris avoidance without human intervention. This kind of approach may facilitate further investigations on the same or similar subjects, as the future of space explorations is going toward adopting AI. The intended audience of the book are researchers from academia and space industries and practitioners in related start-ups | [
"['inf']",
"['ver']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: The use of artificial intelligence for space applications : Workshop at the 2022 International Conference on Applied Intelligence and Informatics
- Document Abstract: This book is an ideal and practical resource on the potential impact Artificial Intelligence (AI) can have in space sciences and applications. AI for Space Application presents a hands-on approach to browse in the subject and to learning how to do. AI is not yet fully accepted as a pervasive technology in space applications because they are often mission-critical and the cost of space equipment and modules raises skepticism on any practical use and reliability. However, it is evident that its potential impact on many aspects is dramatic. Starting from either actual or experimental realizations, the book accompanies the reader through such fascinating subjects like space exploration, autonomous navigation and landing, rover control and guidance on rough surfaces, image analysis automation for planet or star classification, and for space debris avoidance without human intervention. This kind of approach may facilitate further investigations on the same or similar subjects, as the future of space explorations is going toward adopting AI. The intended audience of the book are researchers from academia and space industries and practitioners in related start-ups
- Document LIN Search class: ['inf'], ['ver']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1748733532.jsonld | Gleichwertigkeit der Lebensverhältnisse : Möglichkeiten und Wege der Gestaltung für die öffentliche Verwaltung | The debate on the equality of living conditions is on the agenda not only in Germany but throughout Europe. Thematic and/or functional aspects such as centre-periphery models, demographic change, consequences of digitisation, financing aspects, innovation aspects, regional funding - Europe of the Regions, regional funds, always also raise to the structural question of how to maintain the efficiency of public administration in all regions of Europe and Germany. What challenges for the design and performance of public administration and services of general interest arise in the context of increasing social, economic and spatial segregation, and what practical answers are possible, was the topic of the 3rd conference of the Practice and Research Network of German Universities for the Public Sector, which took place on 6 and 7 February 2020 at the University of Applied Sciences in Osnabrück. The anthology presents contributions by 35 authors on the topics "European Dimension", "Territorial, technical and social innovations" and "People and work". With contributions by Hans Adam, Barbara Bartels-Leipold, Kay Bonde, Cathrin Chevalier, Saskia Ehlers, Svenja Gödecke, Arnim Goldbach, Patricia Gozalbez Cantó, Prof. Dr. Johanna Groß, Dr. Norbert Jochens, Dr. Wolfram Karg, Frank Kupferschmidt, Joachim Lippott, Rainer Lisowski, Dr. Anne Melzer, Robert Müller-Török, Martina Röhrich, Prof. Dr. iur. Christoph Schewe, M.E.S. (Salamanca), Henning Schimpf, Andreas Schmid, Katrin Stegemann, Lisa Stegemann, Christiane Trüe, Dirk Villányi and Dr. Frank Vogel. Die Debatte um die Gleichwertigkeit der Lebensverhältnisse steht nicht nur in Deutschland, sondern in ganz Europa auf der Agenda. Inhaltliche Aspekte, z. B. Zentrum-Peripherie-Modelle, demographischer Wandel, Folgen der Digitalisierung, Finanzierungsaspekte, Innovationsaspekte, Regionalförderung – Europa der Regionen, Regionalfonds, führen immer auch zur konkreten Frage nach dem Erhalt der Leistungsfähigkeit der Verwaltungen in allen Regionen Europas und Deutschlands. Welche Herausforderungen für die Gestaltungs- und Leistungsfähigkeit öffentlicher Verwaltung und Daseinsvorsorge sich im Kontext einer zunehmenden sozialen, ökonomischen und räumlichen Segregation stellen und welche praktischen Antworten möglich sind, war Thema der 3. Tagung des Praxis- und Forschungsnetzwerks der Hochschulen für den Öffentlichen Dienst, die am 6. und 7. Februar 2020 an der Hochschule Osnabrück stattfand. Der Sammelband präsentiert Beiträge von 35 Autoren zu den Themenfeldern „Europäische Dimension“, „Territoriale, technische und soziale Innovationen“ und „Mensch und Arbeit“. Mit Beiträgen von Hans Adam, Barbara Bartels-Leipold, Kay Bonde, Cathrin Chevalier, Saskia Ehlers, Svenja Gödecke, Arnim Goldbach, Patricia Gozalbez Cantó, Prof. Dr. Johanna Groß, Dr. Norbert Jochens, Dr. Wolfram Karg, Frank Kupferschmidt, Joachim Lippott, Rainer Lisowski, Dr. Anne Melzer, Robert Müller-Török, Martina Röhrich, Prof. Dr. iur. Christoph Schewe, M.E.S. (Salamanca), Henning Schimpf, Andreas Schmid, Katrin Stegemann, Lisa Stegemann, Christiane Trüe, Dirk Villányi und Dr. Frank Vogel. | [
"['sow']",
"['jur']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Gleichwertigkeit der Lebensverhältnisse : Möglichkeiten und Wege der Gestaltung für die öffentliche Verwaltung
- Document Abstract: The debate on the equality of living conditions is on the agenda not only in Germany but throughout Europe. Thematic and/or functional aspects such as centre-periphery models, demographic change, consequences of digitisation, financing aspects, innovation aspects, regional funding - Europe of the Regions, regional funds, always also raise to the structural question of how to maintain the efficiency of public administration in all regions of Europe and Germany. What challenges for the design and performance of public administration and services of general interest arise in the context of increasing social, economic and spatial segregation, and what practical answers are possible, was the topic of the 3rd conference of the Practice and Research Network of German Universities for the Public Sector, which took place on 6 and 7 February 2020 at the University of Applied Sciences in Osnabrück. The anthology presents contributions by 35 authors on the topics "European Dimension", "Territorial, technical and social innovations" and "People and work". With contributions by Hans Adam, Barbara Bartels-Leipold, Kay Bonde, Cathrin Chevalier, Saskia Ehlers, Svenja Gödecke, Arnim Goldbach, Patricia Gozalbez Cantó, Prof. Dr. Johanna Groß, Dr. Norbert Jochens, Dr. Wolfram Karg, Frank Kupferschmidt, Joachim Lippott, Rainer Lisowski, Dr. Anne Melzer, Robert Müller-Török, Martina Röhrich, Prof. Dr. iur. Christoph Schewe, M.E.S. (Salamanca), Henning Schimpf, Andreas Schmid, Katrin Stegemann, Lisa Stegemann, Christiane Trüe, Dirk Villányi and Dr. Frank Vogel. Die Debatte um die Gleichwertigkeit der Lebensverhältnisse steht nicht nur in Deutschland, sondern in ganz Europa auf der Agenda. Inhaltliche Aspekte, z. B. Zentrum-Peripherie-Modelle, demographischer Wandel, Folgen der Digitalisierung, Finanzierungsaspekte, Innovationsaspekte, Regionalförderung – Europa der Regionen, Regionalfonds, führen immer auch zur konkreten Frage nach dem Erhalt der Leistungsfähigkeit der Verwaltungen in allen Regionen Europas und Deutschlands. Welche Herausforderungen für die Gestaltungs- und Leistungsfähigkeit öffentlicher Verwaltung und Daseinsvorsorge sich im Kontext einer zunehmenden sozialen, ökonomischen und räumlichen Segregation stellen und welche praktischen Antworten möglich sind, war Thema der 3. Tagung des Praxis- und Forschungsnetzwerks der Hochschulen für den Öffentlichen Dienst, die am 6. und 7. Februar 2020 an der Hochschule Osnabrück stattfand. Der Sammelband präsentiert Beiträge von 35 Autoren zu den Themenfeldern „Europäische Dimension“, „Territoriale, technische und soziale Innovationen“ und „Mensch und Arbeit“. Mit Beiträgen von Hans Adam, Barbara Bartels-Leipold, Kay Bonde, Cathrin Chevalier, Saskia Ehlers, Svenja Gödecke, Arnim Goldbach, Patricia Gozalbez Cantó, Prof. Dr. Johanna Groß, Dr. Norbert Jochens, Dr. Wolfram Karg, Frank Kupferschmidt, Joachim Lippott, Rainer Lisowski, Dr. Anne Melzer, Robert Müller-Török, Martina Röhrich, Prof. Dr. iur. Christoph Schewe, M.E.S. (Salamanca), Henning Schimpf, Andreas Schmid, Katrin Stegemann, Lisa Stegemann, Christiane Trüe, Dirk Villányi und Dr. Frank Vogel.
- Document LIN Search class: ['sow'], ['jur']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1846823404.jsonld | Applied machine learning and data analytics : 5th International Conference, AMLDA 2022, Reynosa, Tamaulipas, Mexico, December 22-23, 2022, revised selected papers | This book constitutes the refereed proceedings of the 5th International Conference on Applied Machine Learning and Data Analytics, AMLDA 2022, held in Reynosa, Tamaulipas, Mexico, during December 22-23, 2022. The 16 full papers and 4 short papers included in this book were carefully reviewed and selected from 89 submissions. They were organized in topical sections as follows: Machine learning, Healthcare and medical imaging informatics; biometrics; forensics; precision agriculture; risk management; robotics and satellite imaging | [
"['inf']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Applied machine learning and data analytics : 5th International Conference, AMLDA 2022, Reynosa, Tamaulipas, Mexico, December 22-23, 2022, revised selected papers
- Document Abstract: This book constitutes the refereed proceedings of the 5th International Conference on Applied Machine Learning and Data Analytics, AMLDA 2022, held in Reynosa, Tamaulipas, Mexico, during December 22-23, 2022. The 16 full papers and 4 short papers included in this book were carefully reviewed and selected from 89 submissions. They were organized in topical sections as follows: Machine learning, Healthcare and medical imaging informatics; biometrics; forensics; precision agriculture; risk management; robotics and satellite imaging
- Document LIN Search class: ['inf']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1700511513.jsonld | Market/Place : exploring spaces of exchange | The term "market" originally portrayed a public space for economic transactions but the term has since evolved into an abstract and disputed idea. Despite modern markets seemingly omnipresent nature, their specific geographies have undergone relatively little analysis.0This collection of new essays rediscovers the physical space that markets inhabit and explore how the impact of political, social and economic factors determine the shape of a particular market space. The essays present new research from the fields of geography, economics, political economy and planning and provide valuable case study material to show how markets are contested, constructed and placed. Rather than separate markets from the surrounding society and state, these essays connect markets to their wider context and showcase how economic geography can combine with other disciplines to throw new light on spaces of exchange War, money and the need for liquidity -- Two city-building kings: Charlemagne (747-814) and Alfred (849-899) -- Who needs markets? -- 1066 and after that: states and markets -- Conclusion -- Chapter 7 Geographically contested and variegated marketization -- Introduction -- Everywhere embedded and contested market economy: interests, ideas and institutions -- Contestation and variegation in formal market institutions: spatial intersection of economic and ideational cleavages -- Contested and variegated property rights institutions -- Contested and variegated social welfare institutions Cover -- Half-title -- Series information -- Title page -- Copyright information -- Table of contents -- Acknowledgements -- List of contributors -- Chapter 1 Introduction: Exploring Markets -- A Place of Exchange -- Views from Somewhere? -- Shadow Plays -- The Book Ahead -- Part I Finding Markets -- Chapter 2 Thinking socially and spatially about markets -- Markets: from classical to neoclassical orthodoxy -- The rise of marginalism and neoclassical economics -- The power of abstraction -- Markets: a multidisciplinary heterodoxy -- Heterodox economics -- Economic sociology Contested and variegated industrial governance institutions -- Conclusion -- Chapter 8 Markets as struggle: the circulation and construction of charter school markets in the United States -- A "sociological Marxist" approach to markets -- Making charter school markets -- Charter school markets in Michigan and Oregon -- Michigan: racial power and "free" markets -- Oregon: local control and contested marketization -- Conclusion -- Chapter 9 Of water and knowledge: the formation and scaling of public goods and markets -- Instituting public goods -- Knowledge -- Drinking water Framing market subjects: quasi-subjects and the problem of labour -- Conclusion -- Chapter 5 Persistent problems in the Polanyian critique of the market -- Why it is important to avoid the conventional view of markets -- Replacing the idea of spontaneous disorder -- Analysing the construction of markets -- Unpacking market liberal initiatives -- Conclusion -- Part II Constructing Markets -- Chapter 6 What are markets for and who makes them? Class, state-building and territorial management in the constitution of mark -- Introduction -- What is wrong with barter? Capitalist markets in (socio-)space -- An emergent "sociality" within the orthodoxy? -- Conclusion: the implications of socio-spatial thinking about markets -- Chapter 3 Where are markets? -- Misplaced markets -- Radiant markets -- Mapping markets -- Conclusion: placing markets -- Chapter 4 Geographies of marketization: performation struggles, incomplete commodification and the "problem of labour" -- Framing market places: market models and institutionally diverse markets -- Framing commodities: qualculation and incomplete commodification | [
"['oek']",
"['his']",
"['geo']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Market/Place : exploring spaces of exchange
- Document Abstract: The term "market" originally portrayed a public space for economic transactions but the term has since evolved into an abstract and disputed idea. Despite modern markets seemingly omnipresent nature, their specific geographies have undergone relatively little analysis.0This collection of new essays rediscovers the physical space that markets inhabit and explore how the impact of political, social and economic factors determine the shape of a particular market space. The essays present new research from the fields of geography, economics, political economy and planning and provide valuable case study material to show how markets are contested, constructed and placed. Rather than separate markets from the surrounding society and state, these essays connect markets to their wider context and showcase how economic geography can combine with other disciplines to throw new light on spaces of exchange War, money and the need for liquidity -- Two city-building kings: Charlemagne (747-814) and Alfred (849-899) -- Who needs markets? -- 1066 and after that: states and markets -- Conclusion -- Chapter 7 Geographically contested and variegated marketization -- Introduction -- Everywhere embedded and contested market economy: interests, ideas and institutions -- Contestation and variegation in formal market institutions: spatial intersection of economic and ideational cleavages -- Contested and variegated property rights institutions -- Contested and variegated social welfare institutions Cover -- Half-title -- Series information -- Title page -- Copyright information -- Table of contents -- Acknowledgements -- List of contributors -- Chapter 1 Introduction: Exploring Markets -- A Place of Exchange -- Views from Somewhere? -- Shadow Plays -- The Book Ahead -- Part I Finding Markets -- Chapter 2 Thinking socially and spatially about markets -- Markets: from classical to neoclassical orthodoxy -- The rise of marginalism and neoclassical economics -- The power of abstraction -- Markets: a multidisciplinary heterodoxy -- Heterodox economics -- Economic sociology Contested and variegated industrial governance institutions -- Conclusion -- Chapter 8 Markets as struggle: the circulation and construction of charter school markets in the United States -- A "sociological Marxist" approach to markets -- Making charter school markets -- Charter school markets in Michigan and Oregon -- Michigan: racial power and "free" markets -- Oregon: local control and contested marketization -- Conclusion -- Chapter 9 Of water and knowledge: the formation and scaling of public goods and markets -- Instituting public goods -- Knowledge -- Drinking water Framing market subjects: quasi-subjects and the problem of labour -- Conclusion -- Chapter 5 Persistent problems in the Polanyian critique of the market -- Why it is important to avoid the conventional view of markets -- Replacing the idea of spontaneous disorder -- Analysing the construction of markets -- Unpacking market liberal initiatives -- Conclusion -- Part II Constructing Markets -- Chapter 6 What are markets for and who makes them? Class, state-building and territorial management in the constitution of mark -- Introduction -- What is wrong with barter? Capitalist markets in (socio-)space -- An emergent "sociality" within the orthodoxy? -- Conclusion: the implications of socio-spatial thinking about markets -- Chapter 3 Where are markets? -- Misplaced markets -- Radiant markets -- Mapping markets -- Conclusion: placing markets -- Chapter 4 Geographies of marketization: performation struggles, incomplete commodification and the "problem of labour" -- Framing market places: market models and institutionally diverse markets -- Framing commodities: qualculation and incomplete commodification
- Document LIN Search class: ['oek'], ['his'], ['geo']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A821351419.jsonld | 2014 computer games: AI, animation, mobile, multimedia, educational and serious games (CGAMES 2014) : 28 - 30 July 2014, Louisville, Kentucky, USA | Annotation, The 19th international conferences on computer games main goals are to Bring together an international community of experts to discuss the state of the art, new research results, perspectives of future developments and innovative applications relevant to computer games development and related areas Increase the scope of future research of the emerging Game Platforms, Technologies, and Applications of computer games Facilitate links between Interactive digital media industry and applied research in the development of serious games, Web gaming, and Mobile games, virtual worlds, and interactive digital media applications Expand the field of computer modeling and simulation into related areas so as to attract new members to the IEEE Computer society and the TC on Modeling and Simulation (TCSIM) | [
"['inf']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: 2014 computer games: AI, animation, mobile, multimedia, educational and serious games (CGAMES 2014) : 28 - 30 July 2014, Louisville, Kentucky, USA
- Document Abstract: Annotation, The 19th international conferences on computer games main goals are to Bring together an international community of experts to discuss the state of the art, new research results, perspectives of future developments and innovative applications relevant to computer games development and related areas Increase the scope of future research of the emerging Game Platforms, Technologies, and Applications of computer games Facilitate links between Interactive digital media industry and applied research in the development of serious games, Web gaming, and Mobile games, virtual worlds, and interactive digital media applications Expand the field of computer modeling and simulation into related areas so as to attract new members to the IEEE Computer society and the TC on Modeling and Simulation (TCSIM)
- Document LIN Search class: ['inf']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1627067949.jsonld | Perspectives on Northern Englishes | Sylvie Hancil and Joan C. Beal: Introduction -- Joan C. Beal: Northern English and enregisterment -- Katie Wales: Dickens and Northern English: stereotyping and "authenticity" re-considered -- Michael Pearce: The linguistic landscape of North-East England -- Patrick Honeybone, Kevin Watson & Sarah Van Eyndhoven: Lenition and T-t-R are differently salient: the representation of competing realisations of / t/ in Liverpool English dialect literature -- Phonology. Sandra Jansen: External and internal factors in a levelling process. prevocalic (r) in Carlisle English -- Marten Juskan: Scouse nurse and northern happy: vowel change in Liverpool English -- Syntax and discourse features. Sanna Hillberg: Are Scottish national identities reflected in the syntax of Scottish newspapers? -- Sylvie Hancil: Final but in Northern Englishes -- Sociolinguistics. Marie Jensen: Education, class and vernacular awareness on Tyneside -- Mercedes Durham: Changing domains of dialect use: a real-time study of Shetland schoolchildren -- Language and corpus. Ole Schützler, Ulrike Gut & Robert Fuchs: New perspectives on Scottish standard English: introducing the Scottish component of the international corpus of English | [
"['lin']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Perspectives on Northern Englishes
- Document Abstract: Sylvie Hancil and Joan C. Beal: Introduction -- Joan C. Beal: Northern English and enregisterment -- Katie Wales: Dickens and Northern English: stereotyping and "authenticity" re-considered -- Michael Pearce: The linguistic landscape of North-East England -- Patrick Honeybone, Kevin Watson & Sarah Van Eyndhoven: Lenition and T-t-R are differently salient: the representation of competing realisations of / t/ in Liverpool English dialect literature -- Phonology. Sandra Jansen: External and internal factors in a levelling process. prevocalic (r) in Carlisle English -- Marten Juskan: Scouse nurse and northern happy: vowel change in Liverpool English -- Syntax and discourse features. Sanna Hillberg: Are Scottish national identities reflected in the syntax of Scottish newspapers? -- Sylvie Hancil: Final but in Northern Englishes -- Sociolinguistics. Marie Jensen: Education, class and vernacular awareness on Tyneside -- Mercedes Durham: Changing domains of dialect use: a real-time study of Shetland schoolchildren -- Language and corpus. Ole Schützler, Ulrike Gut & Robert Fuchs: New perspectives on Scottish standard English: introducing the Scottish component of the international corpus of English
- Document LIN Search class: ['lin']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1658565967.jsonld | The sultan's anthologist - Ibn Abī Ḥaǧalah and his work | Born in Tlemcen and educated in Damascus, the fourteenth-century Arab litterateur Ibn Abī Ḥaǧalah (725-776/1325-1375) spent most of his adult life in Mamluk Cairo. His best-known works are Sukkardān as-sulṭān (The Sultan’s Sugar Box) and Dīwān aṣ-ṣabābah (The Register of Passionate Love), two anthologies that he dedicated to his patron, the Mamluk Sultan Ḥasan, during the latter’s second reign (755-762/1354-1361). A prolific author and master of the maqāmāt genre, Ibn Abī Ḥaǧalah also penned numerous other prose works, many of which are lost or still unedited. An acclaimed poet during his own time, he mainly composed panegyric and religious poetry. Even though he is one of the most important litterateurs of the Mamluk era, his work has so far received little scholarly attention. | [
"['lit']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: The sultan's anthologist - Ibn Abī Ḥaǧalah and his work
- Document Abstract: Born in Tlemcen and educated in Damascus, the fourteenth-century Arab litterateur Ibn Abī Ḥaǧalah (725-776/1325-1375) spent most of his adult life in Mamluk Cairo. His best-known works are Sukkardān as-sulṭān (The Sultan’s Sugar Box) and Dīwān aṣ-ṣabābah (The Register of Passionate Love), two anthologies that he dedicated to his patron, the Mamluk Sultan Ḥasan, during the latter’s second reign (755-762/1354-1361). A prolific author and master of the maqāmāt genre, Ibn Abī Ḥaǧalah also penned numerous other prose works, many of which are lost or still unedited. An acclaimed poet during his own time, he mainly composed panegyric and religious poetry. Even though he is one of the most important litterateurs of the Mamluk era, his work has so far received little scholarly attention.
- Document LIN Search class: ['lit']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1621365271.jsonld | The law, economics and politics of international standardisation | "In an era of increased reliance on private regulatory bodies and globalised economic activity, standardisation is the field where politics, technical expertise and strategic behaviour meet and interact. International standard-setting bodies exemplify the rise of transnational governance and the challenges that it brings about relating to institutional choice, legitimacy, procedural and substantive fairness or transparency. This book takes a more empirical-based approach focusing on the mechanics of international standard-setting. It constitutes a multidisciplinary inquiry into the foundations of international standard-setting, an empirically under-researched yet important area of international informal law-making. Contributors expertly examine the peculiarities of international standardisation in selected issue-areas and legal orders and shed light on the attributes of international standard-setters, allowing comparisons among standard-setting bodies with a view to identifying best practices and improve our understanding about standardisation processes"-- | [
"['jur']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: The law, economics and politics of international standardisation
- Document Abstract: "In an era of increased reliance on private regulatory bodies and globalised economic activity, standardisation is the field where politics, technical expertise and strategic behaviour meet and interact. International standard-setting bodies exemplify the rise of transnational governance and the challenges that it brings about relating to institutional choice, legitimacy, procedural and substantive fairness or transparency. This book takes a more empirical-based approach focusing on the mechanics of international standard-setting. It constitutes a multidisciplinary inquiry into the foundations of international standard-setting, an empirically under-researched yet important area of international informal law-making. Contributors expertly examine the peculiarities of international standardisation in selected issue-areas and legal orders and shed light on the attributes of international standard-setters, allowing comparisons among standard-setting bodies with a view to identifying best practices and improve our understanding about standardisation processes"--
- Document LIN Search class: ['jur']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1023439557.jsonld | Managing complexity and change in SMEs : frontiers in European research | 1. One decade later : following up the "Gröna Kvisten" prize-winning growth firms / Leona Achtenhagen ... [et al.] -- 2. New business early performance : differences between firms started by novice, serial and portfolio entrepreneurs / Gry Agnete Alsos, Lars Kolvereid and Espen John Isaksen -- 3. Small firms' relationships and knowledge acquisition : an empirical investigation / Mariachiara Colucci and Manuela Presutti -- 4. The evolution of firms created by the Swedish Science and Technology Labor Force, 1990-2000 / Frédéric Delmar, Karin Hellerstedt and Karl Wennberg -- 5. Innovation and the characteristics of cooperating and non-cooperating small firms / Mark Freel -- 6. Complex explanations of order creation, emergence and sustainability as situated entrepreneurship / Ted Fuller and Lorraine Warren -- 7. Extreme entrepreneurs : challenging the institutional framework / Bengt Johannisson and Caroline Wigren -- 8. Debriefing and motivating knowledge workers in small IT firms : challenges to leadership / Mette Mønsted -- 9. Business angels investing at early stages : are they different? / Nils Månsson and Hans Landström -- 10. Internationalization of new ventures : mediating role of entrepreneur and top management team experience / Johanna Pulkkinen The process of founding new enterprises and making them grow and prosper is a far more convoluted undertaking than it was just a few decades ago. This book explores the complexity faced by today's entrepreneurs. Institutional boundaries, evolutionary perspectives and the intricacies of management are the central themes in this study of entrepreneurs and SMEs in a world marked by major transitions | [
"['oek']",
"['pae']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Managing complexity and change in SMEs : frontiers in European research
- Document Abstract: 1. One decade later : following up the "Gröna Kvisten" prize-winning growth firms / Leona Achtenhagen ... [et al.] -- 2. New business early performance : differences between firms started by novice, serial and portfolio entrepreneurs / Gry Agnete Alsos, Lars Kolvereid and Espen John Isaksen -- 3. Small firms' relationships and knowledge acquisition : an empirical investigation / Mariachiara Colucci and Manuela Presutti -- 4. The evolution of firms created by the Swedish Science and Technology Labor Force, 1990-2000 / Frédéric Delmar, Karin Hellerstedt and Karl Wennberg -- 5. Innovation and the characteristics of cooperating and non-cooperating small firms / Mark Freel -- 6. Complex explanations of order creation, emergence and sustainability as situated entrepreneurship / Ted Fuller and Lorraine Warren -- 7. Extreme entrepreneurs : challenging the institutional framework / Bengt Johannisson and Caroline Wigren -- 8. Debriefing and motivating knowledge workers in small IT firms : challenges to leadership / Mette Mønsted -- 9. Business angels investing at early stages : are they different? / Nils Månsson and Hans Landström -- 10. Internationalization of new ventures : mediating role of entrepreneur and top management team experience / Johanna Pulkkinen The process of founding new enterprises and making them grow and prosper is a far more convoluted undertaking than it was just a few decades ago. This book explores the complexity faced by today's entrepreneurs. Institutional boundaries, evolutionary perspectives and the intricacies of management are the central themes in this study of entrepreneurs and SMEs in a world marked by major transitions
- Document LIN Search class: ['oek'], ['pae']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1668836033.jsonld | Game theory for networks : 8th International EAI Conference, GameNets 2019, Paris, France, April 25–26, 2019 : proceedings | Game Theory for Wireless Networks -- Games for Economy and Resource Allocation -- Game Theory for Social Networks This book constitutes the refereed proceedings of the 8th EAI International Conference on Game Theory for Networks, GameNets 2019, held in Paris, France, in April 2019. The 8 full and 3 short papers presented were carefully reviewed and selected from 17 submissions. They are organized in the following topical sections: Game Theory for Wireless Networks; Games for Economy and Resource Allocation; and Game Theory for Social Networks | [
"['inf']",
"['mat']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Game theory for networks : 8th International EAI Conference, GameNets 2019, Paris, France, April 25–26, 2019 : proceedings
- Document Abstract: Game Theory for Wireless Networks -- Games for Economy and Resource Allocation -- Game Theory for Social Networks This book constitutes the refereed proceedings of the 8th EAI International Conference on Game Theory for Networks, GameNets 2019, held in Paris, France, in April 2019. The 8 full and 3 short papers presented were carefully reviewed and selected from 17 submissions. They are organized in the following topical sections: Game Theory for Wireless Networks; Games for Economy and Resource Allocation; and Game Theory for Social Networks
- Document LIN Search class: ['inf'], ['mat']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1663730717.jsonld | Complex networks X : proceedings of the 10th Conference on Complex Networks CompleNet 2019 | This book aims to bring together researchers and practitioners working across domains and research disciplines to measure, model, and visualize complex networks. It collects the works presented at the 10th International Conference on Complex Networks (CompleNet) in Taragona, Spain, March, 2019. With roots in physical, information and social science, the study of complex networks provides a formal set of mathematical methods, computational tools and theories to describe, prescribe and predict dynamics and behaviors of complex systems. Despite their diversity, whether the systems are made up of physical, technological, informational, or social networks, they share many common organizing principles and thus can be studied with similar approaches. This book provides a view of the state-of-the-art in this dynamic field and covers topics such as group decision-making, brain and cellular connectivity, network controllability and resiliency, online activism, recommendation systems, and cyber security. This text will appeal to students and researchers in the field Combining Path-Constrained Random Walks to Recover Link Weights in Heterogeneous Information Networks1 Introduction; 2 Preliminary Concepts; 3 Method; 3.1 Path-Constrained Random Walk; 3.2 Linear Regression Model; 3.3 Forward Selection Procedure; 4 Experiments; 4.1 Dataset Description and Setup; 4.2 Results; 4.2.1 Meta Paths of Length 2; 4.2.2 Importance of Meta Path Length; 4.2.3 Forward Linear Regression for Description; 4.2.4 Forward Linear Regression for Recovery Task; 5 Related Work; 6 Conclusion and Perspectives; References; Part IV Applications 5 DiscussionReferences; Part III Processes on Networks; Spread and Control of Misinformation with Heterogeneous Agents; 1 Introduction; 2 The Model; 2.1 The Re-sorting Policy; 3 Results; 3.1 Social Media with Homogeneous Agents; 3.2 The Case of Malicious Agents; 3.3 Social Media with Heterogeneous Agents; 4 Conclusion; References; Long-Term Behavior in Evolutionary Dynamics from Ergodicity Breaking; 1 Introduction and Motivation; 2 Anomalous Evolutionarily Stable States; 3 Deterministic Payoff Fluctuations; 4 Discussion; References Intro; Preface; Contents; Contributors; Part I Network Theory; Observability of Dynamical Networks from Graphic and Symbolic Approaches; 1 Introduction; 2 Theoretical Background; 2.1 Observability Matrix; 2.2 Symbolic Observability Coefficients; 2.3 Selecting the Variables to Measure; 3 Observability of the Node Dynamics; 4 Observability of Small Network Motifs; 4.1 Dyads (N=2); 4.2 Triads (N=3); 5 Larger Networks; 5.1 Star Network; 5.2 Ring Network; 5.3 Random Network (N=28); 6 Conclusion; References; Exploratory Factor Analysis of Graphical Features for Link Prediction in Social Networks 1 Introduction2 Related Work; 2.1 Link Prediction; 2.2 Applied Factor Analysis; 2.3 Factor Analysis in Computing; 3 Methodology; 3.1 Link-Prediction Graphical Features; 3.2 Factor Analysis; 4 Experimental Setup, Results, and Discussion; 5 Implications; 6 Conclusion and Limitations; References; An Efficient Approach for Counting Occurring Induced Subgraphs; 1 Introduction; 2 Background; 2.1 Notation; 2.2 Problem Definition; 2.3 Related Work; 3 Proposed Methodology; 3.1 Overview; 3.2 Counting Sets of Subgraphs; 3.3 Blacklisting Subgraphs; 3.4 Candidate Generation; 4 Experimental Results 5 ConclusionReferences; Part II Network Models; A Generalized Configuration Model with Degree Correlations; 1 Introduction; 2 Construction of a Random Network; 3 Joint Distribution of Degrees; 4 Assortativity and Disassortativity; 5 Numerical and Simulation Results; 6 Conclusions; References; Missing Data Augmentation for Bayesian Exponential Random Multi-Graph Models; 1 Introduction; 2 Bayesian ERmGMs; 2.1 Bayesian Inference for ERGMs; 2.2 Multiplexity; 2.3 Posterior Parameter Estimation for BERmGMs; 2.4 Cross Network Effects; 3 Missing Data Imputation; 4 Illustration: Florentine Families | [
"['inf']",
"['elt']",
"['mat']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Complex networks X : proceedings of the 10th Conference on Complex Networks CompleNet 2019
- Document Abstract: This book aims to bring together researchers and practitioners working across domains and research disciplines to measure, model, and visualize complex networks. It collects the works presented at the 10th International Conference on Complex Networks (CompleNet) in Taragona, Spain, March, 2019. With roots in physical, information and social science, the study of complex networks provides a formal set of mathematical methods, computational tools and theories to describe, prescribe and predict dynamics and behaviors of complex systems. Despite their diversity, whether the systems are made up of physical, technological, informational, or social networks, they share many common organizing principles and thus can be studied with similar approaches. This book provides a view of the state-of-the-art in this dynamic field and covers topics such as group decision-making, brain and cellular connectivity, network controllability and resiliency, online activism, recommendation systems, and cyber security. This text will appeal to students and researchers in the field Combining Path-Constrained Random Walks to Recover Link Weights in Heterogeneous Information Networks1 Introduction; 2 Preliminary Concepts; 3 Method; 3.1 Path-Constrained Random Walk; 3.2 Linear Regression Model; 3.3 Forward Selection Procedure; 4 Experiments; 4.1 Dataset Description and Setup; 4.2 Results; 4.2.1 Meta Paths of Length 2; 4.2.2 Importance of Meta Path Length; 4.2.3 Forward Linear Regression for Description; 4.2.4 Forward Linear Regression for Recovery Task; 5 Related Work; 6 Conclusion and Perspectives; References; Part IV Applications 5 DiscussionReferences; Part III Processes on Networks; Spread and Control of Misinformation with Heterogeneous Agents; 1 Introduction; 2 The Model; 2.1 The Re-sorting Policy; 3 Results; 3.1 Social Media with Homogeneous Agents; 3.2 The Case of Malicious Agents; 3.3 Social Media with Heterogeneous Agents; 4 Conclusion; References; Long-Term Behavior in Evolutionary Dynamics from Ergodicity Breaking; 1 Introduction and Motivation; 2 Anomalous Evolutionarily Stable States; 3 Deterministic Payoff Fluctuations; 4 Discussion; References Intro; Preface; Contents; Contributors; Part I Network Theory; Observability of Dynamical Networks from Graphic and Symbolic Approaches; 1 Introduction; 2 Theoretical Background; 2.1 Observability Matrix; 2.2 Symbolic Observability Coefficients; 2.3 Selecting the Variables to Measure; 3 Observability of the Node Dynamics; 4 Observability of Small Network Motifs; 4.1 Dyads (N=2); 4.2 Triads (N=3); 5 Larger Networks; 5.1 Star Network; 5.2 Ring Network; 5.3 Random Network (N=28); 6 Conclusion; References; Exploratory Factor Analysis of Graphical Features for Link Prediction in Social Networks 1 Introduction2 Related Work; 2.1 Link Prediction; 2.2 Applied Factor Analysis; 2.3 Factor Analysis in Computing; 3 Methodology; 3.1 Link-Prediction Graphical Features; 3.2 Factor Analysis; 4 Experimental Setup, Results, and Discussion; 5 Implications; 6 Conclusion and Limitations; References; An Efficient Approach for Counting Occurring Induced Subgraphs; 1 Introduction; 2 Background; 2.1 Notation; 2.2 Problem Definition; 2.3 Related Work; 3 Proposed Methodology; 3.1 Overview; 3.2 Counting Sets of Subgraphs; 3.3 Blacklisting Subgraphs; 3.4 Candidate Generation; 4 Experimental Results 5 ConclusionReferences; Part II Network Models; A Generalized Configuration Model with Degree Correlations; 1 Introduction; 2 Construction of a Random Network; 3 Joint Distribution of Degrees; 4 Assortativity and Disassortativity; 5 Numerical and Simulation Results; 6 Conclusions; References; Missing Data Augmentation for Bayesian Exponential Random Multi-Graph Models; 1 Introduction; 2 Bayesian ERmGMs; 2.1 Bayesian Inference for ERGMs; 2.2 Multiplexity; 2.3 Posterior Parameter Estimation for BERmGMs; 2.4 Cross Network Effects; 3 Missing Data Imputation; 4 Illustration: Florentine Families
- Document LIN Search class: ['inf'], ['elt'], ['mat']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1773882767.jsonld | Design Representation | From the Perspective of Architecture -- Distance and Depth -- Graphic Representation as Reconstructive Memory: Stirling’s German Museum Projects -- Designers’ Objects -- From the Perspective of Engineering -- Distributed Cognition in Engineering Design: Negotiating between Abstract and Material Representations -- Design Representations in Critical Situations of Product Development -- Impromptu Prototyping and Artefacting: Representing Design Ideas through Things at Hand, Actions, and Talk -- Beyond Disciplinary Perspectives -- Cognitive Catalysis: Sketches for a Time-lagged Brain -- The Thoughtful Mark Maker — Representational Design Skills in the Post-information Age -- Design Representation: Private Process, Public Image. "…there is a global network of academics, researchers and methodologists who will buy this book or want it in their institute libraries.” Prof. John Harbraken "As the field of human computer interaction grows, this book is likely to be a basic resource.” Prof. Chuck Eastman Design representation is necessary for all design activity. You will gain a guide to both theory and practical application in this discussion of representation as it occurs during the process of design. Goldschmidt and Porter give you perspectives on representational issues in design that are both informative and evocative of further inquiry. The unique interdisciplinary approach brings a new dimension to the study of representation, benefiting the global network of researchers, students and practitioners in all areas of design. Rather than addressing the larger framework directly, a series of smaller case studies are presented, each dealing with aspects of representation in architecture and engineering. Binding together historical-cultural, cognitive-social and technological perspectives eliminates the need for further reading. Innovative research methods based on numerous well-illustrated examples will leave you with new ideas to build on. International contributors focus on worldwide research activities, offering you more than just an expansion of a single viewpoint. Design Representation delves into the common roots of representation in all design disciplines through case studies, historical investigations, theoretical constructs and programming. If you are involved in any design activity, this will be a truly exciting addition to your bookshelf. | [
"['tec']",
"['inf']",
"['mat']",
"['rest']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Design Representation
- Document Abstract: From the Perspective of Architecture -- Distance and Depth -- Graphic Representation as Reconstructive Memory: Stirling’s German Museum Projects -- Designers’ Objects -- From the Perspective of Engineering -- Distributed Cognition in Engineering Design: Negotiating between Abstract and Material Representations -- Design Representations in Critical Situations of Product Development -- Impromptu Prototyping and Artefacting: Representing Design Ideas through Things at Hand, Actions, and Talk -- Beyond Disciplinary Perspectives -- Cognitive Catalysis: Sketches for a Time-lagged Brain -- The Thoughtful Mark Maker — Representational Design Skills in the Post-information Age -- Design Representation: Private Process, Public Image. "…there is a global network of academics, researchers and methodologists who will buy this book or want it in their institute libraries.” Prof. John Harbraken "As the field of human computer interaction grows, this book is likely to be a basic resource.” Prof. Chuck Eastman Design representation is necessary for all design activity. You will gain a guide to both theory and practical application in this discussion of representation as it occurs during the process of design. Goldschmidt and Porter give you perspectives on representational issues in design that are both informative and evocative of further inquiry. The unique interdisciplinary approach brings a new dimension to the study of representation, benefiting the global network of researchers, students and practitioners in all areas of design. Rather than addressing the larger framework directly, a series of smaller case studies are presented, each dealing with aspects of representation in architecture and engineering. Binding together historical-cultural, cognitive-social and technological perspectives eliminates the need for further reading. Innovative research methods based on numerous well-illustrated examples will leave you with new ideas to build on. International contributors focus on worldwide research activities, offering you more than just an expansion of a single viewpoint. Design Representation delves into the common roots of representation in all design disciplines through case studies, historical investigations, theoretical constructs and programming. If you are involved in any design activity, this will be a truly exciting addition to your bookshelf.
- Document LIN Search class: ['tec'], ['inf'], ['mat'], ['rest']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A630815704.jsonld | Advances in knowledge discovery and management : [extended and reworked versions of a selection of the best papers that were originally presented in French at the EGC 2009 Conference held in Strasbourg, France on January 2009] | Part 1: Supervised learning and information retrieval. Discrepancy analysis of complex objects using dissimilarities -- A Bayes evaluation criterion for decision trees -- Classifying very-high-dimensional data with random forests of oblique decision trees -- Intensive use of correspondence analysis for large scale content-based image retrieval -- Toward a better integration of spatial relations in learning with graphical models. Part 2: Unsupervised learning. Multigranular manipulations for OLAP querying -- A new approach for unsupervised classification in image segmentation -- Cluster-dependent feature selection through a weighted learning paradigm -- Two variants of the OKM for overlapping clustering -- A stable decomposition algorithm for dynamic social network analysis. Part 3: Security and data streaming. An hybrid data stream summarizing approach by sampling and clustering -- SPAMS: a novel incremental approach for sequential pattern mining in data streams -- Mining common outliers for intrusion detection -- Intrusion detections in collaborative organizations by preserving privacy. Part 4: Ontologies and Semantic [i.e. semantics]. Alignment-based partitioning of large-scale ontologies -- Learning ontologies with deep lass hierarchies by mining the content of relational databases -- Semantic analysis for the geospatial semantic web -- Statistically valid links and anti-links between words and between documents: applying TourneBool randomization | [
"['inf']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Advances in knowledge discovery and management : [extended and reworked versions of a selection of the best papers that were originally presented in French at the EGC 2009 Conference held in Strasbourg, France on January 2009]
- Document Abstract: Part 1: Supervised learning and information retrieval. Discrepancy analysis of complex objects using dissimilarities -- A Bayes evaluation criterion for decision trees -- Classifying very-high-dimensional data with random forests of oblique decision trees -- Intensive use of correspondence analysis for large scale content-based image retrieval -- Toward a better integration of spatial relations in learning with graphical models. Part 2: Unsupervised learning. Multigranular manipulations for OLAP querying -- A new approach for unsupervised classification in image segmentation -- Cluster-dependent feature selection through a weighted learning paradigm -- Two variants of the OKM for overlapping clustering -- A stable decomposition algorithm for dynamic social network analysis. Part 3: Security and data streaming. An hybrid data stream summarizing approach by sampling and clustering -- SPAMS: a novel incremental approach for sequential pattern mining in data streams -- Mining common outliers for intrusion detection -- Intrusion detections in collaborative organizations by preserving privacy. Part 4: Ontologies and Semantic [i.e. semantics]. Alignment-based partitioning of large-scale ontologies -- Learning ontologies with deep lass hierarchies by mining the content of relational databases -- Semantic analysis for the geospatial semantic web -- Statistically valid links and anti-links between words and between documents: applying TourneBool randomization
- Document LIN Search class: ['inf']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1606890891.jsonld | The popular avant-garde | The avant-garde is popular (again) / Renée M. Silverman -- "Not reactionary, just late" : the case for Ariano Suassuna as Brazilian modernist / Kirsten Ernst -- This impossible Toyen / Malynne Sternstein -- Huidobro, Cagliostro : demiurge as mage conjuring a metaphor for the avant-garde / Alexander Starkweather Fobes -- Revisiting the vanguard : Duchamp in Buenos Aires / Lori Cole -- Duende and modernism : Hart Crane's and Federico García Lorca's variations on rhythm and sound /Esther Sánchez-Pardo -- A revolution of shadows : culture and representation in early-twentieth-century Mexico / R. Hernández Rodríguez -- Giménez Caballero's fractured fairy tale : "El redentor mal parido" (1926) / Maria T. Pao -- "A new dictionary of gestures" : Chaplin's "The rink" and Ricciotto Canudo's "Skating rink" / Christopher Townsend -- A quick read(ies) : speed and formula in Bob Brown's Pulp fiction and avant-garde machines / Craig Saper -- Reading Freire in London : Jo Spence's photographs between popular and avant-garde / Siona Wilson -- Touching pasts "In the shadow of no towers" : 9/11 and Art Spiegelman's comix of memory /Jennifer Cho -- From avant-garde to para-garde : "The truth about Marika" / Antti Salminen -- Franciszka Themerson's "Ubu comic strip" : autography, caricature, and the avant garde / Barnaby Dicker -- In search of a people's art : the divergent positions of Jorge Oteiza and David Alfaro Siqueiros / Marina Pérez de Mendiola -- Venezuelan avant-garde : María Calcaño's erotic poetry / Giovanna Montenegro -- Popular anthropology : dance, race, and Katherine Dunham / Kirsten Strom -- Tom Zé's unsong and the fate of the Tropicália movement / Fabio Akcelrud Durão and José Adriano Fenerick | [
"['lit']",
"['lin']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: The popular avant-garde
- Document Abstract: The avant-garde is popular (again) / Renée M. Silverman -- "Not reactionary, just late" : the case for Ariano Suassuna as Brazilian modernist / Kirsten Ernst -- This impossible Toyen / Malynne Sternstein -- Huidobro, Cagliostro : demiurge as mage conjuring a metaphor for the avant-garde / Alexander Starkweather Fobes -- Revisiting the vanguard : Duchamp in Buenos Aires / Lori Cole -- Duende and modernism : Hart Crane's and Federico García Lorca's variations on rhythm and sound /Esther Sánchez-Pardo -- A revolution of shadows : culture and representation in early-twentieth-century Mexico / R. Hernández Rodríguez -- Giménez Caballero's fractured fairy tale : "El redentor mal parido" (1926) / Maria T. Pao -- "A new dictionary of gestures" : Chaplin's "The rink" and Ricciotto Canudo's "Skating rink" / Christopher Townsend -- A quick read(ies) : speed and formula in Bob Brown's Pulp fiction and avant-garde machines / Craig Saper -- Reading Freire in London : Jo Spence's photographs between popular and avant-garde / Siona Wilson -- Touching pasts "In the shadow of no towers" : 9/11 and Art Spiegelman's comix of memory /Jennifer Cho -- From avant-garde to para-garde : "The truth about Marika" / Antti Salminen -- Franciszka Themerson's "Ubu comic strip" : autography, caricature, and the avant garde / Barnaby Dicker -- In search of a people's art : the divergent positions of Jorge Oteiza and David Alfaro Siqueiros / Marina Pérez de Mendiola -- Venezuelan avant-garde : María Calcaño's erotic poetry / Giovanna Montenegro -- Popular anthropology : dance, race, and Katherine Dunham / Kirsten Strom -- Tom Zé's unsong and the fate of the Tropicália movement / Fabio Akcelrud Durão and José Adriano Fenerick
- Document LIN Search class: ['lit'], ['lin']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1645915794.jsonld | Recent advances and trends in nonparametric statistics : [the International Conference on Recent Advances and Trends in Nonparametric Statistics took place on the island of Crete, Greece, the week of July 15 - 19, 2002] | The advent of high-speed, affordable computers in the last two decades has given a new boost to the nonparametric way of thinking. Classical nonparametric procedures, such as function smoothing, suddenly lost their abstract flavour as they became practically implementable. In addition, many previously unthinkable possibilities became mainstream; prime examples include the bootstrap and resampling methods, wavelets and nonlinear smoothers, graphical methods, data mining, bioinformatics, as well as the more recent algorithmic approaches such as bagging and boosting. This volume is a collection of short articles - most of which having a review component - describing the state-of-the art of Nonparametric Statistics at the beginning of a new millennium. Key features: & bull; algorithic approaches & bull; wavelets and nonlinear smoothers & bull; graphical methods and data mining & bull; biostatistics and bioinformatics & bull; bagging and boosting & bull; support vector machines & bull; resampling methods | [
"['mat']",
"['inf']",
"['oek']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Recent advances and trends in nonparametric statistics : [the International Conference on Recent Advances and Trends in Nonparametric Statistics took place on the island of Crete, Greece, the week of July 15 - 19, 2002]
- Document Abstract: The advent of high-speed, affordable computers in the last two decades has given a new boost to the nonparametric way of thinking. Classical nonparametric procedures, such as function smoothing, suddenly lost their abstract flavour as they became practically implementable. In addition, many previously unthinkable possibilities became mainstream; prime examples include the bootstrap and resampling methods, wavelets and nonlinear smoothers, graphical methods, data mining, bioinformatics, as well as the more recent algorithmic approaches such as bagging and boosting. This volume is a collection of short articles - most of which having a review component - describing the state-of-the art of Nonparametric Statistics at the beginning of a new millennium. Key features: & bull; algorithic approaches & bull; wavelets and nonlinear smoothers & bull; graphical methods and data mining & bull; biostatistics and bioinformatics & bull; bagging and boosting & bull; support vector machines & bull; resampling methods
- Document LIN Search class: ['mat'], ['inf'], ['oek']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A178715131X.jsonld | From Homer to Solon : continuity and change in archaic Greece | "The study of Archaic Greece has undergone a fundamental transformation in recent decades. Whereas studies up to the 1980s had favoured narratives that converged on the more tangible reality of the Classical period and emphasized radical change, the increase in archaeological data and the cultural turn have led to an emphasis on long-term developments and continuities. After an introduction to the state of research, the volume offers a wide range of studies under the headings "Approaches on early-Archaic Greece," "Citizens and Citizen-States," and "Leaders and Reformers" ranging from Homer to Solon and circling around the central problem of continuity and change in Archaic Greece"-- | [
"['his']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: From Homer to Solon : continuity and change in archaic Greece
- Document Abstract: "The study of Archaic Greece has undergone a fundamental transformation in recent decades. Whereas studies up to the 1980s had favoured narratives that converged on the more tangible reality of the Classical period and emphasized radical change, the increase in archaeological data and the cultural turn have led to an emphasis on long-term developments and continuities. After an introduction to the state of research, the volume offers a wide range of studies under the headings "Approaches on early-Archaic Greece," "Citizens and Citizen-States," and "Leaders and Reformers" ranging from Homer to Solon and circling around the central problem of continuity and change in Archaic Greece"--
- Document LIN Search class: ['his']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A865894590.jsonld | Book of abstracts of the 67th Annual Meeting of the European Federation of Animal Science : Belfast, United Kingdom, 29 August - 2 September 2016 | This Book of Abstracts is the main publication of the 67th Annual Meeting of the European Association for Animal Production (EAAP). It contains abstracts of the invited papers and contributed presentations of the sessions of EAAP's nine Commissions: Animal Genetics, Animal Nutrition, Animal Management and Health, Animal Physiology, Cattle Production, Sheep and Goat Production, Pig Production, Horse Production and Livestock Farming Systems | [
"['rest']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Book of abstracts of the 67th Annual Meeting of the European Federation of Animal Science : Belfast, United Kingdom, 29 August - 2 September 2016
- Document Abstract: This Book of Abstracts is the main publication of the 67th Annual Meeting of the European Association for Animal Production (EAAP). It contains abstracts of the invited papers and contributed presentations of the sessions of EAAP's nine Commissions: Animal Genetics, Animal Nutrition, Animal Management and Health, Animal Physiology, Cattle Production, Sheep and Goat Production, Pig Production, Horse Production and Livestock Farming Systems
- Document LIN Search class: ['rest']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A123144469.jsonld | Commodity chains and global capitalism : [... papers presented at the sixteenth annual conference on the political economy of the world-system, held at Duke University on april 16 - 18, 1992] | Introduction : global commodity chains / Gary Gereffi, Miguel Korzeniewicz, and Roberto P. Korzeniewicz -- Commodity chains : construct and research / Terence K. Hopkins and Immanuel Wallerstein -- The shipbuilding commodity chain, 1590-1790 / Ey(c)ơp (c)zveren -- The grain flour commodity chain, 1590-1790 / Sheila Pelizzon -- Conclusions about commodity chains / Terence K. Hopkins and Immanuel Wallerstein -- Competition, time, and space in industrial change / Erica Schoenberger -- The global distribution of commodity chains / Roberto P. Korzeniewicz and William Martin -- The organization of buyer-driven global commodity chains : how U.S. retailers shape overseas production networks / Gary Gereffi -- Where is the chain in commodity chains? : the service sector nexus / Eileen Rabach and Eun Mee Kim -- Institutionalizing flexibility : a comparative analysis of Fordist and post-Fordist models of Third World agro-export production / Laura T. Raynolds -- The new spatial division of labor and commodity chains in the greater South China economic region / Xiangming Chen -- Commodity chains and industrial restructuring in the Pacific Rim : garment trade and manufacturing / Richard P. Appelbaum, David Smith, and Brad Christerson -- Strategic reorientations of U.S. apparel firms / Ian M. Taplin -- Automobile commodity chains in the NICs : a comparison of South Korea, Mexico, and Brazil / Naeyoung Lee and Jeffrey Cason -- Commodity chains and marketing strategies : Nike and the global athletic footwear industry / Miguel Korzeniewicz -- Fresh demand : the consumption of Chilean produce in the United States / Walter L. Goldfrank -- Commodity chains and the Korean automobile industry / Hyung Kook Kim and Su-Hoon Lee -- Cocaine, commodity chains, and drug politics : a transnational approach / Suzanne Wilson and Marta Zambrano | [
"['oek']",
"['his']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Commodity chains and global capitalism : [... papers presented at the sixteenth annual conference on the political economy of the world-system, held at Duke University on april 16 - 18, 1992]
- Document Abstract: Introduction : global commodity chains / Gary Gereffi, Miguel Korzeniewicz, and Roberto P. Korzeniewicz -- Commodity chains : construct and research / Terence K. Hopkins and Immanuel Wallerstein -- The shipbuilding commodity chain, 1590-1790 / Ey(c)ơp (c)zveren -- The grain flour commodity chain, 1590-1790 / Sheila Pelizzon -- Conclusions about commodity chains / Terence K. Hopkins and Immanuel Wallerstein -- Competition, time, and space in industrial change / Erica Schoenberger -- The global distribution of commodity chains / Roberto P. Korzeniewicz and William Martin -- The organization of buyer-driven global commodity chains : how U.S. retailers shape overseas production networks / Gary Gereffi -- Where is the chain in commodity chains? : the service sector nexus / Eileen Rabach and Eun Mee Kim -- Institutionalizing flexibility : a comparative analysis of Fordist and post-Fordist models of Third World agro-export production / Laura T. Raynolds -- The new spatial division of labor and commodity chains in the greater South China economic region / Xiangming Chen -- Commodity chains and industrial restructuring in the Pacific Rim : garment trade and manufacturing / Richard P. Appelbaum, David Smith, and Brad Christerson -- Strategic reorientations of U.S. apparel firms / Ian M. Taplin -- Automobile commodity chains in the NICs : a comparison of South Korea, Mexico, and Brazil / Naeyoung Lee and Jeffrey Cason -- Commodity chains and marketing strategies : Nike and the global athletic footwear industry / Miguel Korzeniewicz -- Fresh demand : the consumption of Chilean produce in the United States / Walter L. Goldfrank -- Commodity chains and the Korean automobile industry / Hyung Kook Kim and Su-Hoon Lee -- Cocaine, commodity chains, and drug politics : a transnational approach / Suzanne Wilson and Marta Zambrano
- Document LIN Search class: ['oek'], ['his']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1649190751.jsonld | Web Knowledge Management and Decision Support : 14th International Conference on Applications of Prolog, INAP 2001 Tokyo, Japan, October 20–22, 2001 Revised Papers | The 20 revised full papers presented in this book together with 4 section surveys were carefully reviewed and selected from the papers contributed to the 14th International Conference on Applications of Prolog, INAP 2001, held in Tokyo, Japan, in October 2002. The papers are devoted to the four tightly interwoven aspects knowledge acquisition, knowledge management, knowledge processing, and knowledge distribution, all in the context of the World Wide Web; they are organized in topical sections on Web languages and logic, knowlege acquisition and knowledge representation, decision support by advanced logic programming, and Web-knowledge management and data mining. The book is targeted to designers and users of e-business systems and e-government systems, for IT professionals who build such systems, as well as for the wider audience interested in the technical background of knowledge processing for the Web | [
"['inf']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Web Knowledge Management and Decision Support : 14th International Conference on Applications of Prolog, INAP 2001 Tokyo, Japan, October 20–22, 2001 Revised Papers
- Document Abstract: The 20 revised full papers presented in this book together with 4 section surveys were carefully reviewed and selected from the papers contributed to the 14th International Conference on Applications of Prolog, INAP 2001, held in Tokyo, Japan, in October 2002. The papers are devoted to the four tightly interwoven aspects knowledge acquisition, knowledge management, knowledge processing, and knowledge distribution, all in the context of the World Wide Web; they are organized in topical sections on Web languages and logic, knowlege acquisition and knowledge representation, decision support by advanced logic programming, and Web-knowledge management and data mining. The book is targeted to designers and users of e-business systems and e-government systems, for IT professionals who build such systems, as well as for the wider audience interested in the technical background of knowledge processing for the Web
- Document LIN Search class: ['inf']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1836415257.jsonld | The Nile : natural and cultural landscape in Egypt | Although Herodot's dictum that "Egypt is a gift of the Nile" is proverbial, there has been only scant attention to the way the river impacted on ancient Egyptian society. Egyptologists frequently focus on the textual and iconographic record, whereas archaeologists and earth scientists approach the issue from the perspective of natural sciences. The contributions in this volume bridge this gap by analyzing the river both as a natural and as a cultural phenomenon. Adopting an approach of cultural ecology, it addresses issues like ancient land use, administration and taxation, irrigation, and religious concepts | [
"['his']",
"['geo']",
"['bau']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: The Nile : natural and cultural landscape in Egypt
- Document Abstract: Although Herodot's dictum that "Egypt is a gift of the Nile" is proverbial, there has been only scant attention to the way the river impacted on ancient Egyptian society. Egyptologists frequently focus on the textual and iconographic record, whereas archaeologists and earth scientists approach the issue from the perspective of natural sciences. The contributions in this volume bridge this gap by analyzing the river both as a natural and as a cultural phenomenon. Adopting an approach of cultural ecology, it addresses issues like ancient land use, administration and taxation, irrigation, and religious concepts
- Document LIN Search class: ['his'], ['geo'], ['bau']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1663747512.jsonld | The future of risk management / Paola De Vincentiis, Francesca Culasso, Stefano A. Cerrato, editors ; Volume 1: Perspectives on law, healthcare, and the environment | Section 1: Environmental Risk Management.- 1. The Italian Bus Transportation Sector. The management of environmental risk as a Factor for Achieving a Business Sustainability; Cantino, V.; Alfiero, S.; Capecci, G.; Esposito, A.- 2. Decreasing the Environmental Risks Through Inclusion of the Private Companies in the Process of Household Waste Management; Ivanova, D.; Kotcheva, D.- 3. Customs and IoT for Monitoring Risk Management Systems: Some Recent Applications; Varese, E.; Ronco, S.M.- 4. The Relevance of Climate Change Related Risk on Corporate Financial and Non-Financial Disclosure; De Bernardi, P.; Venuti, F.; Bertello, A.- 5. Risk Assessment and Environmental Impacts: Economic and Social Implications; Lucchetti, M.C.; Arcese, G.; Martucci, O.- 6. Environmental Risk Management (ERM) Through a Kaleidoscope Theoretical Approach; Cisi, M.; Corazza, L.; Ciliberti, I.- Section 2: Public Sector and Health Management.- 7. Risk-Aware Business Process Management: a Case Study in Healthcare; Amantea, I.A., Di Leva, A., Sulis, E.- 8. Risk Management and Analytical Accounting Approach in use of the HIV Rapid Tests in the Hospital: the Case of the Amedeo di Savoia; Brescia V., Tradori V., Radwan M. , Bert F.- 9. Priorities in Patient Safety: the Role of Clinical Risk Management; Capasso, T., Fornero, G., Fiandra, U., Raciti, I.M., Paudice, A., Sorano, E.- 10. The Data Quality for Healthcare: the Risk Management Tools; Biancone, P., Martra, A., Secinaro, S., Iannaci, D.- 11. How the Cartorisk Sham Method can Boost up the Risk Management in the Healthcare System of Piedmont; Sorano, E., Guerrieri A., Palermo, V., Rotti, R.- 12. How Pioneering Managers Strive to Integrate Social Risk Management in Government Debt Collection; De Bernardi, P., Ricciardi, F., Forliano, C., Sorano, E.- Section 3: Risk Management and Tax Consequences: from 'Enhanced Relationship' to 'Co-operative Compliance'.- 13. Tax Risk Management and the Paradox of Cooperative Compliance; Van den Broek H.- 14. Risk Management, Internal Control and Cooperative Compliance in Taxation; Russo R.- 15. State aid Tax Rulings: Managing the Risk of Recovery; Francioso C.- 16. The Italian Model of Co-operative Compliance; Conte D.- 17. Assessing Tax Risk by "Country by Country Reporting"; Rozas J.A., Nastri M.P., Sonetti E | [
"['oek']",
"['pae']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: The future of risk management / Paola De Vincentiis, Francesca Culasso, Stefano A. Cerrato, editors ; Volume 1: Perspectives on law, healthcare, and the environment
- Document Abstract: Section 1: Environmental Risk Management.- 1. The Italian Bus Transportation Sector. The management of environmental risk as a Factor for Achieving a Business Sustainability; Cantino, V.; Alfiero, S.; Capecci, G.; Esposito, A.- 2. Decreasing the Environmental Risks Through Inclusion of the Private Companies in the Process of Household Waste Management; Ivanova, D.; Kotcheva, D.- 3. Customs and IoT for Monitoring Risk Management Systems: Some Recent Applications; Varese, E.; Ronco, S.M.- 4. The Relevance of Climate Change Related Risk on Corporate Financial and Non-Financial Disclosure; De Bernardi, P.; Venuti, F.; Bertello, A.- 5. Risk Assessment and Environmental Impacts: Economic and Social Implications; Lucchetti, M.C.; Arcese, G.; Martucci, O.- 6. Environmental Risk Management (ERM) Through a Kaleidoscope Theoretical Approach; Cisi, M.; Corazza, L.; Ciliberti, I.- Section 2: Public Sector and Health Management.- 7. Risk-Aware Business Process Management: a Case Study in Healthcare; Amantea, I.A., Di Leva, A., Sulis, E.- 8. Risk Management and Analytical Accounting Approach in use of the HIV Rapid Tests in the Hospital: the Case of the Amedeo di Savoia; Brescia V., Tradori V., Radwan M. , Bert F.- 9. Priorities in Patient Safety: the Role of Clinical Risk Management; Capasso, T., Fornero, G., Fiandra, U., Raciti, I.M., Paudice, A., Sorano, E.- 10. The Data Quality for Healthcare: the Risk Management Tools; Biancone, P., Martra, A., Secinaro, S., Iannaci, D.- 11. How the Cartorisk Sham Method can Boost up the Risk Management in the Healthcare System of Piedmont; Sorano, E., Guerrieri A., Palermo, V., Rotti, R.- 12. How Pioneering Managers Strive to Integrate Social Risk Management in Government Debt Collection; De Bernardi, P., Ricciardi, F., Forliano, C., Sorano, E.- Section 3: Risk Management and Tax Consequences: from 'Enhanced Relationship' to 'Co-operative Compliance'.- 13. Tax Risk Management and the Paradox of Cooperative Compliance; Van den Broek H.- 14. Risk Management, Internal Control and Cooperative Compliance in Taxation; Russo R.- 15. State aid Tax Rulings: Managing the Risk of Recovery; Francioso C.- 16. The Italian Model of Co-operative Compliance; Conte D.- 17. Assessing Tax Risk by "Country by Country Reporting"; Rozas J.A., Nastri M.P., Sonetti E
- Document LIN Search class: ['oek'], ['pae']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1876344245.jsonld | Operations research and enterprise systems : 11th international conference, ICORES 2022, virtual event, February 3-5, 2022, and 12th international conference, ICORES 2023, Lisbon, Portugal, February 19-21, 2023 : revised selected papers | This book includes extended and revised versions of selected papers from the 11th and 12th editions of the International Conference on Operations Research and Enterprise Systems (ICORES 2022 and ICORES 2023). ICORES 2022 was held as a virtual event in February 2022, and ICORES 2023 was held in Lisbon, Portugal, in February 2023. The 5 full papers included in this book were carefully reviewed and selected from the 55 submissions for ICORES 2022, and 8 full papers were reviewed and selected from the 55 submissions for ICORES 2023. The papers are focused on operations research and enterprise systems | [
"['inf']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Operations research and enterprise systems : 11th international conference, ICORES 2022, virtual event, February 3-5, 2022, and 12th international conference, ICORES 2023, Lisbon, Portugal, February 19-21, 2023 : revised selected papers
- Document Abstract: This book includes extended and revised versions of selected papers from the 11th and 12th editions of the International Conference on Operations Research and Enterprise Systems (ICORES 2022 and ICORES 2023). ICORES 2022 was held as a virtual event in February 2022, and ICORES 2023 was held in Lisbon, Portugal, in February 2023. The 5 full papers included in this book were carefully reviewed and selected from the 55 submissions for ICORES 2022, and 8 full papers were reviewed and selected from the 55 submissions for ICORES 2023. The papers are focused on operations research and enterprise systems
- Document LIN Search class: ['inf']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A544022610.jsonld | Modeling and simulation of biological networks | An introduction to reconstructing ancestral genomes / Lior Pachter -- Phylogenetics / Elizabeth S. Allman and John A. Rhodes -- Polynomial dynamical systems in systems biology / Brandilyn Stigler -- An introduction to optimal control applied to immunology problems / Suzanne Lenhart and John T. Workman -- Modeling and simulation of large biological, information and socio-technical systems: an interaction-based approach / Christopher L. Barrett ... [et al] | [
"['bio']",
"['mat']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Modeling and simulation of biological networks
- Document Abstract: An introduction to reconstructing ancestral genomes / Lior Pachter -- Phylogenetics / Elizabeth S. Allman and John A. Rhodes -- Polynomial dynamical systems in systems biology / Brandilyn Stigler -- An introduction to optimal control applied to immunology problems / Suzanne Lenhart and John T. Workman -- Modeling and simulation of large biological, information and socio-technical systems: an interaction-based approach / Christopher L. Barrett ... [et al]
- Document LIN Search class: ['bio'], ['mat']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A626001773.jsonld | Policies Towards Full Employment | As we embark on a new century, some 33 million people are out of work in the OECD area. Policies to increase employment have topped most countries' domestic political agendas in the past decade. And employment and unemployment are likely to remain major economic and social challenges for many countries in the years to come. This book presents the proceedings of a conference on labour markets which was organised by the Ministries of Labour and Finance of Finland, with the support of the OECD and the European Commission. It advances thinking on new policy measures, such as active labour market policies and measures to "make work pay" and focuses on specific experiences in a few individual countries, namely the United States, Japan, Finland and Denmark. It includes papers from politicians, high level officials from the European Commission and the OECD Secretariat, social partners and prominent representatives from the academic community. Proceedings of the Helsinki Conference, January 2000. | [
"['oek']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Policies Towards Full Employment
- Document Abstract: As we embark on a new century, some 33 million people are out of work in the OECD area. Policies to increase employment have topped most countries' domestic political agendas in the past decade. And employment and unemployment are likely to remain major economic and social challenges for many countries in the years to come. This book presents the proceedings of a conference on labour markets which was organised by the Ministries of Labour and Finance of Finland, with the support of the OECD and the European Commission. It advances thinking on new policy measures, such as active labour market policies and measures to "make work pay" and focuses on specific experiences in a few individual countries, namely the United States, Japan, Finland and Denmark. It includes papers from politicians, high level officials from the European Commission and the OECD Secretariat, social partners and prominent representatives from the academic community. Proceedings of the Helsinki Conference, January 2000.
- Document LIN Search class: ['oek']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A606054634.jsonld | The making of memory in the Middle Ages | Revisiting memory in the Middle Ages (introduction) / Lucie Doležalová and Tamas Visi -- Communal memory of the distributed author : applicability of the connectionist model of memory to the study of traditional narratives / Slavica Rankovic | [
"['his']",
"['lit']",
"['lin']",
"['sow']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: The making of memory in the Middle Ages
- Document Abstract: Revisiting memory in the Middle Ages (introduction) / Lucie Doležalová and Tamas Visi -- Communal memory of the distributed author : applicability of the connectionist model of memory to the study of traditional narratives / Slavica Rankovic
- Document LIN Search class: ['his'], ['lit'], ['lin'], ['sow']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1656096234.jsonld | Engineering turbulence modelling and experiments 4 : proceedings of the 4th International Symposium on Engineering Turbulence Modelling and Measurements, Ajaccio, Corsica, France, 24-26 May, 1999 | These proceedings contain the papers presented at the 4th International Symposium on Engineering Turbulence Modelling and Measurements held at Ajaccio, Corsica, France from 24-26 May 1999. It follows three previous conferences on the topic of engineering turbulence modelling and measurements. The purpose of this series of symposia is to provide a forum for presenting and discussing new developments in the area of turbulence modelling and measurements, with particular emphasis on engineering-related problems. Turbulence is still one of the key issues in tackling engineering flow problems. As powerful computers and accurate numerical methods are now available for solving the flow equations, and since engineering applications nearly always involve turbulence effects, the reliability of CFD analysis depends more and more on the performance of the turbulence models. Successful simulation of turbulence requires the understanding of the complex physical phenomena involved and suitable models for describing the turbulent momentum, heat and mass transfer. For the understanding of turbulence phenomena, experiments are indispensable, but they are equally important for providing data for the development and testing of turbulence models and hence for CFD software validation | [
"['tec']",
"['phy']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Engineering turbulence modelling and experiments 4 : proceedings of the 4th International Symposium on Engineering Turbulence Modelling and Measurements, Ajaccio, Corsica, France, 24-26 May, 1999
- Document Abstract: These proceedings contain the papers presented at the 4th International Symposium on Engineering Turbulence Modelling and Measurements held at Ajaccio, Corsica, France from 24-26 May 1999. It follows three previous conferences on the topic of engineering turbulence modelling and measurements. The purpose of this series of symposia is to provide a forum for presenting and discussing new developments in the area of turbulence modelling and measurements, with particular emphasis on engineering-related problems. Turbulence is still one of the key issues in tackling engineering flow problems. As powerful computers and accurate numerical methods are now available for solving the flow equations, and since engineering applications nearly always involve turbulence effects, the reliability of CFD analysis depends more and more on the performance of the turbulence models. Successful simulation of turbulence requires the understanding of the complex physical phenomena involved and suitable models for describing the turbulent momentum, heat and mass transfer. For the understanding of turbulence phenomena, experiments are indispensable, but they are equally important for providing data for the development and testing of turbulence models and hence for CFD software validation
- Document LIN Search class: ['tec'], ['phy']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1675683646.jsonld | Austrian economics : the next generation | 'Austrian Economics: The Next Generation' brings together emerging and established scholars to explore the insights that can be gleaned from applying Austrian economics to a range of different topics. Spanning a variety of related disciplines, from history to politics to public policy, this collection explores a wide range of topics and how they relate to key Austrian themes. How has Austrian economics evolved over the past 40 years? What is the relationship between history and economic theory? How does the Austrian school of economics compare to other evolutionary schools of economic thought? What can public choice theory take from the concept of emergent order? What role does departmental culture play in enabling or deterring police misconduct? How do the multiple forces shaping the evolution of economic inequality interact with one another? What are the limitations of evidence-based policy? To what extent do regulatory agencies recognize key Austrian insights? How does the platform economy affect the possibilities for regulation of traditional utilities? What can a defense of market institutions rooted in market process theory learn from virtue ethics? Is a classical liberal limited state best situated to cope with the darker side of human nature, or might conservatism or social democracy perform better? This collection explores each of these topics in detail, providing fresh takes on a wide range of important topics. | [
"['oek']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Austrian economics : the next generation
- Document Abstract: 'Austrian Economics: The Next Generation' brings together emerging and established scholars to explore the insights that can be gleaned from applying Austrian economics to a range of different topics. Spanning a variety of related disciplines, from history to politics to public policy, this collection explores a wide range of topics and how they relate to key Austrian themes. How has Austrian economics evolved over the past 40 years? What is the relationship between history and economic theory? How does the Austrian school of economics compare to other evolutionary schools of economic thought? What can public choice theory take from the concept of emergent order? What role does departmental culture play in enabling or deterring police misconduct? How do the multiple forces shaping the evolution of economic inequality interact with one another? What are the limitations of evidence-based policy? To what extent do regulatory agencies recognize key Austrian insights? How does the platform economy affect the possibilities for regulation of traditional utilities? What can a defense of market institutions rooted in market process theory learn from virtue ethics? Is a classical liberal limited state best situated to cope with the darker side of human nature, or might conservatism or social democracy perform better? This collection explores each of these topics in detail, providing fresh takes on a wide range of important topics.
- Document LIN Search class: ['oek']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A112760228.jsonld | Frontiers in social movement theory | Building social movement theory / Carol McClurg Mueller -- The political context of rationality / Myra Marx Ferree -- The social psychology of collective action / William A. Gamson -- The social construction of protest and multiorganizational fields / Bert Klandermans -- Collective identity in social movement communities : lesbian feminist mobilization / Verta Taylor and Nancy E. Whittier -- Master frames and cycles of protest / David A. Snow and Robert D. Benford -- Collective identity and activism / Debra Friedman and Doug McAdam -- Mentalities, political cultures, and collective action frames / Sidney Tarrow -- Resource mobilization versus the mobilization of people : why consensus movements cannot be instruments of social change / Michael Schwartz and Shuva Paul -- Communities of challengers in social movement theory / Clarence Y.H. Lo -- Mobilizing technologies for collective action / Pamela E. Oliver and Gerald Marwell -- Consensus movements, conflict movements, and the cooptation of civic and state infrastructures / John D. McCarthy and Mark Wolfson -- Normalizing collective protest / Frances Fox Piven and Richard A. Cloward -- Looking backward to look forward / Mayer N. Zald -- Political consciousness and collective action / Aldon D. Morris | [
"['sow']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Frontiers in social movement theory
- Document Abstract: Building social movement theory / Carol McClurg Mueller -- The political context of rationality / Myra Marx Ferree -- The social psychology of collective action / William A. Gamson -- The social construction of protest and multiorganizational fields / Bert Klandermans -- Collective identity in social movement communities : lesbian feminist mobilization / Verta Taylor and Nancy E. Whittier -- Master frames and cycles of protest / David A. Snow and Robert D. Benford -- Collective identity and activism / Debra Friedman and Doug McAdam -- Mentalities, political cultures, and collective action frames / Sidney Tarrow -- Resource mobilization versus the mobilization of people : why consensus movements cannot be instruments of social change / Michael Schwartz and Shuva Paul -- Communities of challengers in social movement theory / Clarence Y.H. Lo -- Mobilizing technologies for collective action / Pamela E. Oliver and Gerald Marwell -- Consensus movements, conflict movements, and the cooptation of civic and state infrastructures / John D. McCarthy and Mark Wolfson -- Normalizing collective protest / Frances Fox Piven and Richard A. Cloward -- Looking backward to look forward / Mayer N. Zald -- Political consciousness and collective action / Aldon D. Morris
- Document LIN Search class: ['sow']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1635297370.jsonld | The multilingual citizen : towards a politics of language for agency and change | Introduction / Christopher Stroud -- Language rights and linguistic citizenship. Linguistic citizenship / Christopher Stroud -- Essentialism and language rights / Lionel Wee -- Commentary. unanswered questions: addressing the inequalities of majoritarian language policies / Stephen May -- Educating for linguistic citizenship. Affirming linguistic rights, fostering linguistic citizenship: a Cameroonian perspective / Blasius A. Chiatoh -- Education and citizenship in Mozambique: colonial and postcolonial perspectives / Feliciano Chimbutane -- Paths to multilingualism? reflections on developments in language-in-education policy and practice in East Timor / Estevæo Cabral and Marilyn Martin-Jones -- Language rights and "thainess": community-based bilingual education is the key / Suwilai Premsrirat and Paul Bruthiaux -- Commentary. linguistic citizenship: who decides whose languages, ideologies and vocabulary matter? / Kathleen Heugh -- Linguistic citizenship in resistance and participation. Citizenship theory and fieldwork practice in Sri Lanka Malay communities / Umberto Ansaldo and Lisa Lim -- Linguistic citizenship in Sweden: resistance in a context of linguistic human rights / Tommaso M. Milani and Rickard Jonsson -- Linguistic citizenship in post-Banda Malawi: a focus on the public radio and primary education / Gregory Kamwendo -- Making and shaping participatory spaces: resemiotization and citizenship agency in South Africa / Caroline Kerfoot -- Commentary. on participation and resistance / Ana Deumert | [
"['lin']",
"['sow']",
"['lit']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: The multilingual citizen : towards a politics of language for agency and change
- Document Abstract: Introduction / Christopher Stroud -- Language rights and linguistic citizenship. Linguistic citizenship / Christopher Stroud -- Essentialism and language rights / Lionel Wee -- Commentary. unanswered questions: addressing the inequalities of majoritarian language policies / Stephen May -- Educating for linguistic citizenship. Affirming linguistic rights, fostering linguistic citizenship: a Cameroonian perspective / Blasius A. Chiatoh -- Education and citizenship in Mozambique: colonial and postcolonial perspectives / Feliciano Chimbutane -- Paths to multilingualism? reflections on developments in language-in-education policy and practice in East Timor / Estevæo Cabral and Marilyn Martin-Jones -- Language rights and "thainess": community-based bilingual education is the key / Suwilai Premsrirat and Paul Bruthiaux -- Commentary. linguistic citizenship: who decides whose languages, ideologies and vocabulary matter? / Kathleen Heugh -- Linguistic citizenship in resistance and participation. Citizenship theory and fieldwork practice in Sri Lanka Malay communities / Umberto Ansaldo and Lisa Lim -- Linguistic citizenship in Sweden: resistance in a context of linguistic human rights / Tommaso M. Milani and Rickard Jonsson -- Linguistic citizenship in post-Banda Malawi: a focus on the public radio and primary education / Gregory Kamwendo -- Making and shaping participatory spaces: resemiotization and citizenship agency in South Africa / Caroline Kerfoot -- Commentary. on participation and resistance / Ana Deumert
- Document LIN Search class: ['lin'], ['sow'], ['lit']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1655167782.jsonld | Stochastic Processes and Their Applications : Proceedings of the International Conference held in Nagoya, July 2–6, 1985 | Asymptotic behaviour of stochastic flows of diffeomorphisms -- Stochastic ensembles and hierarchies -- A stochastic approach to the minimum principle for the complex Monge-Ampère operator -- Construction of stochastic processes associated with the Boltzmann equation and its applications -- Isotropic stochastic flows and a related property of non-random potential flows -- Explosion problems for symmetric diffusion processes -- Extremal process as a substitution for "one-sided stable process with index 0" -- Diffusion model of population genetics incorporating group selection, with special reference to an altruistic trait -- On laplacian operators of generalized brownian functionals -- Precise estimates for the fundamental solutions to some degenerate elliptic differential equations -- On stochastic algorithms in adaptive filtering -- Estimation theory and statistical physics -- Quantum stochastic calculus -- Quantum theory and stochastic processes — Some contact points -- The use of packing measure in the analysis of random sets. | [
"['mat']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Stochastic Processes and Their Applications : Proceedings of the International Conference held in Nagoya, July 2–6, 1985
- Document Abstract: Asymptotic behaviour of stochastic flows of diffeomorphisms -- Stochastic ensembles and hierarchies -- A stochastic approach to the minimum principle for the complex Monge-Ampère operator -- Construction of stochastic processes associated with the Boltzmann equation and its applications -- Isotropic stochastic flows and a related property of non-random potential flows -- Explosion problems for symmetric diffusion processes -- Extremal process as a substitution for "one-sided stable process with index 0" -- Diffusion model of population genetics incorporating group selection, with special reference to an altruistic trait -- On laplacian operators of generalized brownian functionals -- Precise estimates for the fundamental solutions to some degenerate elliptic differential equations -- On stochastic algorithms in adaptive filtering -- Estimation theory and statistical physics -- Quantum stochastic calculus -- Quantum theory and stochastic processes — Some contact points -- The use of packing measure in the analysis of random sets.
- Document LIN Search class: ['mat']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A628444257.jsonld | Soil quality standards for trace elements : derivation, implementation, and interpretation ; [Workshop on Deriving, Implementing, and Interpreting Soil Quality Standards for Trace Elements ; July 2008, in Sydney, Australia] | "A comprehensive, practical, and state of the science overview, this book addresses the derivation of soil standards for trace elements and the implementation of these standards within regulatory and risk assessment frameworks. It provides a clear description of how to derive and implement soil quality standards for trace elements in order to assess human and environmental risks. The text covers scientific developments useful for resolving discrepancies in the setting and implementation of soil quality standards. It provides useful tips, do's and don'ts on how to deal with specific issues as variation of the natural background and how to deal with soil type dependent toxicity"--Provided by publisher | [
"['cet']",
"['hor']",
"['geo']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Soil quality standards for trace elements : derivation, implementation, and interpretation ; [Workshop on Deriving, Implementing, and Interpreting Soil Quality Standards for Trace Elements ; July 2008, in Sydney, Australia]
- Document Abstract: "A comprehensive, practical, and state of the science overview, this book addresses the derivation of soil standards for trace elements and the implementation of these standards within regulatory and risk assessment frameworks. It provides a clear description of how to derive and implement soil quality standards for trace elements in order to assess human and environmental risks. The text covers scientific developments useful for resolving discrepancies in the setting and implementation of soil quality standards. It provides useful tips, do's and don'ts on how to deal with specific issues as variation of the natural background and how to deal with soil type dependent toxicity"--Provided by publisher
- Document LIN Search class: ['cet'], ['hor'], ['geo']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A88075737X.jsonld | Parthika : Greek and Roman authors’ views of the Arsacid Empire : Griechisch-römische Bilder des Arsakidenreiches | Established in the third century BC, the multi-cultural and multi-lingual Arsacid Empire became Rome?s major opponent in the East from the first century BC to its end in the third century AD. According to a Roman idea, the orbis was evenly divided between the Parthians and the Romans. However, in the Arsacid Empire oral tradition prevailed and, for a long time, there was no Arsacid historiography concerning perception, reception and interpretation. Therefore, Greco-Roman views and images of the Parthians, Arsacids and their Empire predominated. Focusing on literary depictions in ancient Greek and Roman literature and examining stereotypes, this volume brings together twelve papers on Greco-Roman perceptions and images of the Arsacid Empire. Part I consists of eight papers primarily concerned with re-assessments of Apollodorus of Artemita and Isidorus of Charax regarding their value as source of information on the Arsacid Empire. Part II contains four papers dealing with the images of the Arsacid Empire in the works of Josephus, Trogus-Justin, Tacitus and Arrian, viewed against their respective socio-political and cultural background | [
"['his']",
"['lit']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Parthika : Greek and Roman authors’ views of the Arsacid Empire : Griechisch-römische Bilder des Arsakidenreiches
- Document Abstract: Established in the third century BC, the multi-cultural and multi-lingual Arsacid Empire became Rome?s major opponent in the East from the first century BC to its end in the third century AD. According to a Roman idea, the orbis was evenly divided between the Parthians and the Romans. However, in the Arsacid Empire oral tradition prevailed and, for a long time, there was no Arsacid historiography concerning perception, reception and interpretation. Therefore, Greco-Roman views and images of the Parthians, Arsacids and their Empire predominated. Focusing on literary depictions in ancient Greek and Roman literature and examining stereotypes, this volume brings together twelve papers on Greco-Roman perceptions and images of the Arsacid Empire. Part I consists of eight papers primarily concerned with re-assessments of Apollodorus of Artemita and Isidorus of Charax regarding their value as source of information on the Arsacid Empire. Part II contains four papers dealing with the images of the Arsacid Empire in the works of Josephus, Trogus-Justin, Tacitus and Arrian, viewed against their respective socio-political and cultural background
- Document LIN Search class: ['his'], ['lit']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A386104425.jsonld | Polynomial identity rings : [notes correspond to the lectures delivered by the authors in the Advanced Course on Polynomial Identity Rings, held at the Centre de Recerca Matemàtica in Bellaterra (Barcelona), July 2003] | A ring R satisfies a polynomial identity if there is a polynomial f in noncommuting variables which vanishes under substitutions from R. For example, commutative rings satisfy the polynomial f(x,y) = xy - yx and exterior algebras satisfy the polynomial f(x,y,z) = (xy - yx)z - z(xy - yx). "Satisfying a polynomial identity" is often regarded as a generalization of commutativity. These lecture notes treat polynomial identity rings from both the combinatorial and structural points of view. The former studies the ideal of polynomial identities satisfied by a ring R. The latter studies the properties of rings which satisfy a polynomial identity. TOC:Foreword.- Part A. Combinatorial Aspects in PI-Rings (by V. Drensky).- Part B. Polynomial Identity Rings (by E. Formanek).- Bibliography.- Index | [
"['mat']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Polynomial identity rings : [notes correspond to the lectures delivered by the authors in the Advanced Course on Polynomial Identity Rings, held at the Centre de Recerca Matemàtica in Bellaterra (Barcelona), July 2003]
- Document Abstract: A ring R satisfies a polynomial identity if there is a polynomial f in noncommuting variables which vanishes under substitutions from R. For example, commutative rings satisfy the polynomial f(x,y) = xy - yx and exterior algebras satisfy the polynomial f(x,y,z) = (xy - yx)z - z(xy - yx). "Satisfying a polynomial identity" is often regarded as a generalization of commutativity. These lecture notes treat polynomial identity rings from both the combinatorial and structural points of view. The former studies the ideal of polynomial identities satisfied by a ring R. The latter studies the properties of rings which satisfy a polynomial identity. TOC:Foreword.- Part A. Combinatorial Aspects in PI-Rings (by V. Drensky).- Part B. Polynomial Identity Rings (by E. Formanek).- Bibliography.- Index
- Document LIN Search class: ['mat']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A869751026.jsonld | ICMEAE 2015 : 2015 International Conference on Mechatronics, Electronics, and Automotive Engineering : 24-27 November 2015, Cuernavaca, Morelos, México : proceedings | Annotation, The International Conference on Mechatronics, Electronics and Automotive Engineering 2015 (ICMEAE) will be held in Cuernavaca, Morelos on November 24 27. The ICMEAE provides a forum to showcase and establish the current state of the art, new research results, perspectives of future developments, and innovative applications relevant to electronics, mechatronics, robotics, control, computer science, and related areas. The Conference will bring together, on a common platform, researchers, academicians, application engineers, technicians, businessmen, researchers, students and anyone who might be interested in the conference title to take part of the event | [
"['mas']",
"['ver']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: ICMEAE 2015 : 2015 International Conference on Mechatronics, Electronics, and Automotive Engineering : 24-27 November 2015, Cuernavaca, Morelos, México : proceedings
- Document Abstract: Annotation, The International Conference on Mechatronics, Electronics and Automotive Engineering 2015 (ICMEAE) will be held in Cuernavaca, Morelos on November 24 27. The ICMEAE provides a forum to showcase and establish the current state of the art, new research results, perspectives of future developments, and innovative applications relevant to electronics, mechatronics, robotics, control, computer science, and related areas. The Conference will bring together, on a common platform, researchers, academicians, application engineers, technicians, businessmen, researchers, students and anyone who might be interested in the conference title to take part of the event
- Document LIN Search class: ['mas'], ['ver']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A661610594.jsonld | Religious freedom in the European Union : the application of the European convention on human rights in the European Union ; proceedings of the 19th meeting of the European Consortium for Church and State Research, Nicosia (Cyprus), 15 - 18 November 2007 | "This book contains the documentation from the 19th meeting of the European Consortium for Church and State Research, which was held in Nicosia, Cyprus on 15 - 18 November 2007. The aim of the conference was to provide an overview of the different legal ways in which the Member States of the European Union interpret in their domestic legal orders, the provisions of the European Convention on Human Rights which relate to religious freedom. The meeting comprised participants from all EU member states. This widespread participation is mirrored in the contributions of this book. There are national reports from all Member States of the European Union, except for Belgium and Malta. Each national report contains translated extracts of the most important national legal decisions concerning the theme of the book. Prof. Jean Duffar has provided an overall introduction to the subject, while Prof. Malcolm Evans has provided a synthesis of the national reports"--Provided by publisher This book contains the documentation from the 19th meeting of the European Consortium for Church and State Research, which was held in Nicosia, Cyprus on 15 - 18 November 2007. The aim of the conference was to provide an overview of the different legal ways in which the member states of the European Union interpret in their domestic legal orders, the provisions of the European Convention on Human Rights which relate to religious freedom | [
"['jur']",
"['rel']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Religious freedom in the European Union : the application of the European convention on human rights in the European Union ; proceedings of the 19th meeting of the European Consortium for Church and State Research, Nicosia (Cyprus), 15 - 18 November 2007
- Document Abstract: "This book contains the documentation from the 19th meeting of the European Consortium for Church and State Research, which was held in Nicosia, Cyprus on 15 - 18 November 2007. The aim of the conference was to provide an overview of the different legal ways in which the Member States of the European Union interpret in their domestic legal orders, the provisions of the European Convention on Human Rights which relate to religious freedom. The meeting comprised participants from all EU member states. This widespread participation is mirrored in the contributions of this book. There are national reports from all Member States of the European Union, except for Belgium and Malta. Each national report contains translated extracts of the most important national legal decisions concerning the theme of the book. Prof. Jean Duffar has provided an overall introduction to the subject, while Prof. Malcolm Evans has provided a synthesis of the national reports"--Provided by publisher This book contains the documentation from the 19th meeting of the European Consortium for Church and State Research, which was held in Nicosia, Cyprus on 15 - 18 November 2007. The aim of the conference was to provide an overview of the different legal ways in which the member states of the European Union interpret in their domestic legal orders, the provisions of the European Convention on Human Rights which relate to religious freedom
- Document LIN Search class: ['jur'], ['rel']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1814870873.jsonld | Democratic multiplicity : perceiving, enacting, and integrating democratic diversity | This edited volume argues that democracy is broader and more diverse than the dominant state-centered, modern representative democracies, to which other modes of democracy are either presumed subordinate or ignored. The contributors seek to overcome the standard opposition of democracy from below (participatory) and democracy from above (representative). Rather, they argue that through differently situated participatory and representative practices, citizens and governments can develop democratic ways of cooperating without hegemony and subordination, and that these relationships can be transformative. This work proposes a slow but sure, nonviolent, eco-social and sustainable process of democratic generation and growth with the capacity to critique and transform unjust and ecologically destructive social systems. This volume integrates human-centric democracies into a more mutual, interdependent and sustainable system on earth whereby everyone gains. | [
"['sow']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Democratic multiplicity : perceiving, enacting, and integrating democratic diversity
- Document Abstract: This edited volume argues that democracy is broader and more diverse than the dominant state-centered, modern representative democracies, to which other modes of democracy are either presumed subordinate or ignored. The contributors seek to overcome the standard opposition of democracy from below (participatory) and democracy from above (representative). Rather, they argue that through differently situated participatory and representative practices, citizens and governments can develop democratic ways of cooperating without hegemony and subordination, and that these relationships can be transformative. This work proposes a slow but sure, nonviolent, eco-social and sustainable process of democratic generation and growth with the capacity to critique and transform unjust and ecologically destructive social systems. This volume integrates human-centric democracies into a more mutual, interdependent and sustainable system on earth whereby everyone gains.
- Document LIN Search class: ['sow']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1700278282.jsonld | Experimental vibration analysis for civil structures : testing, sensing, monitoring, and control | "Resilience of civil infrastructure systems : developments in testing, sensing, monitoring, and control covers a wide range of topics in the areas of vibration testing, instrumentation, and analysis of civil engineering and critical infrastructure. It explains how recent research, development, and applications in experimental vibration analysis of civil engineering structures have progressed significantly due to advancements in the fields of sensor and testing technologies, instrumentation, data acquisition systems, computer technology, computational modeling and simulation of large and complex civil infrastructure systems. The book also examines how cutting-edge artificial intelligence and data analytics can be applied to infrastructure systems. Features : Explains how recent technological developments have resulted in addressing the challenge of designing more resilient infrastructure, examines numerous research studies conducted by leading scholars in the field of infrastructure systems and civil engineering, presents the most emergent fields of civil engineering design, such as data analytics and AI for the analysis and performance assessment of infrastructure systems and their resilience, emphasizes the importance of an interdisciplinary approach to develop the modeling, analysis, and experimental tools for designing more resilient and intelligent infrastructure. Appropriate for practicing engineers and upper-level students, Resilience of civil infrastructure systems : developments in testing, sensing, monitoring, and control serves as a strategic roadmap for further research in the field of vibration testing and instrumentation of infrastructure systems"-- | [
"['bau']",
"['phy']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Experimental vibration analysis for civil structures : testing, sensing, monitoring, and control
- Document Abstract: "Resilience of civil infrastructure systems : developments in testing, sensing, monitoring, and control covers a wide range of topics in the areas of vibration testing, instrumentation, and analysis of civil engineering and critical infrastructure. It explains how recent research, development, and applications in experimental vibration analysis of civil engineering structures have progressed significantly due to advancements in the fields of sensor and testing technologies, instrumentation, data acquisition systems, computer technology, computational modeling and simulation of large and complex civil infrastructure systems. The book also examines how cutting-edge artificial intelligence and data analytics can be applied to infrastructure systems. Features : Explains how recent technological developments have resulted in addressing the challenge of designing more resilient infrastructure, examines numerous research studies conducted by leading scholars in the field of infrastructure systems and civil engineering, presents the most emergent fields of civil engineering design, such as data analytics and AI for the analysis and performance assessment of infrastructure systems and their resilience, emphasizes the importance of an interdisciplinary approach to develop the modeling, analysis, and experimental tools for designing more resilient and intelligent infrastructure. Appropriate for practicing engineers and upper-level students, Resilience of civil infrastructure systems : developments in testing, sensing, monitoring, and control serves as a strategic roadmap for further research in the field of vibration testing and instrumentation of infrastructure systems"--
- Document LIN Search class: ['bau'], ['phy']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A87664146X.jsonld | Single entity electrochemistry : York, United Kingdom, 31 August - 2 September 2016 | This volume discusses single entity electrochemistry experiments, key challenges in their design, execution, analysis, theory and interpretation, and their implications for electrochemistry and broader interfacial science. Single entity electrochemistry spans a wide range of topics, from electrocatalysis and the properties of functional materials to bioanalysis, but many of the underlying concepts, principles and experimental/theoretical challenges are common. These include the detection and analysis of small and transient current signals and large data sets. The interpretation of single entity electrochemistry experiments also requires a move away from continuum models for mass transport and reactivity, coupled with more detailed descriptions of interfacial properties at the nanoscale | [
"['che']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Single entity electrochemistry : York, United Kingdom, 31 August - 2 September 2016
- Document Abstract: This volume discusses single entity electrochemistry experiments, key challenges in their design, execution, analysis, theory and interpretation, and their implications for electrochemistry and broader interfacial science. Single entity electrochemistry spans a wide range of topics, from electrocatalysis and the properties of functional materials to bioanalysis, but many of the underlying concepts, principles and experimental/theoretical challenges are common. These include the detection and analysis of small and transient current signals and large data sets. The interpretation of single entity electrochemistry experiments also requires a move away from continuum models for mass transport and reactivity, coupled with more detailed descriptions of interfacial properties at the nanoscale
- Document LIN Search class: ['che']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A815799829.jsonld | Lectures on particle physics, astrophysics and cosmology : proceedings of the third IDPASC School [(School of the International Doctorate Network in Particle Physics, Astrophysics, and Cosmology)] , Santiago de Compostela, Spain, January 21-February 2, 2013 | This volume gathers the content of the courses held at the Third IDPASC School, which took place in San Martiño Pinario, Hospederia and Seminario Maior, in the city of Santiago de Compostela, Galiza, Spain, from January 21st to February 2nd, 2013. This school is the annual joint program of the International Doctorate Network in Particle Physics, Astrophysics, and Cosmology (IDPASC). The purpose of the school series is to present doctoral students from different universities and laboratories in Europe and beyond with a broad range of the latest results and current state of the art in the fields of Particle Physics, Astrophysics, and Cosmology, and to further introduce them to both the questions now posed by the potentials of physics and to challenges connected with current and future experiments - in particular, with the newly available energy ranges. Following these guidelines, the content of this third edition of the IDPASC School was jointly planned by the Academic Council and by the network’s International Committee, whose members ensure every year its timely formulation, keeping up with the constant evolution of these fields. The program covers a balanced range of the latest developments in these fields worldwide, with courses offered by internationally acknowledged physicists on the Basic Features of Hadronic Processes, Quantum Chromodynamics, Physics and Technology of ALICE, LHCb Physics-Parity Violation, the Higgs System in and beyond the Standard Model, Higgs Searches at the LHC, Theory and Experiments with Cosmic Rays, Numerical Methods and Data Analysis in Particle Physics, Theoretical Cosmology, and AdS/CFT Correspondence. Most of these courses were complemented by practical and discussion sessions | [
"['phy']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Lectures on particle physics, astrophysics and cosmology : proceedings of the third IDPASC School [(School of the International Doctorate Network in Particle Physics, Astrophysics, and Cosmology)] , Santiago de Compostela, Spain, January 21-February 2, 2013
- Document Abstract: This volume gathers the content of the courses held at the Third IDPASC School, which took place in San Martiño Pinario, Hospederia and Seminario Maior, in the city of Santiago de Compostela, Galiza, Spain, from January 21st to February 2nd, 2013. This school is the annual joint program of the International Doctorate Network in Particle Physics, Astrophysics, and Cosmology (IDPASC). The purpose of the school series is to present doctoral students from different universities and laboratories in Europe and beyond with a broad range of the latest results and current state of the art in the fields of Particle Physics, Astrophysics, and Cosmology, and to further introduce them to both the questions now posed by the potentials of physics and to challenges connected with current and future experiments - in particular, with the newly available energy ranges. Following these guidelines, the content of this third edition of the IDPASC School was jointly planned by the Academic Council and by the network’s International Committee, whose members ensure every year its timely formulation, keeping up with the constant evolution of these fields. The program covers a balanced range of the latest developments in these fields worldwide, with courses offered by internationally acknowledged physicists on the Basic Features of Hadronic Processes, Quantum Chromodynamics, Physics and Technology of ALICE, LHCb Physics-Parity Violation, the Higgs System in and beyond the Standard Model, Higgs Searches at the LHC, Theory and Experiments with Cosmic Rays, Numerical Methods and Data Analysis in Particle Physics, Theoretical Cosmology, and AdS/CFT Correspondence. Most of these courses were complemented by practical and discussion sessions
- Document LIN Search class: ['phy']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A886262658.jsonld | Humanity : a history of European concepts in practice from the sixteenth century to the present | This volume investigates the development of the concepts and practices of “humanity” from the sixteenth century up to the present. By taking a comparative and interdisciplinary approach, the contributers focus on Europe as well as Europe’s relations to other world regions in the process that shaped “humanity”. They show how this emerging concept led to the overcoming of fundamental divisions in many spheres on the one hand and the formation of new hierarchies on the other. Angaben zur beteiligten Person Thulin: Dr. Mirjam Thulin ist Wissenschaftliche Mitarbeiterin am Leibniz Institut für Europäische Geschichte (IEG) in Mainz. Angaben zur beteiligten Person Grigore: PD Dr. Mihai-D. Grigore ist wissenschaftlicher Mitarbeiter am Leibniz-Institut für Europäische Geschichte in Mainz. Angaben zur beteiligten Person Weller: Dr. Thomas Weller ist Wissenschaftlicher Mitarbeiter am Leibniz-Institut für Europäische Geschichte in Mainz. Angaben zur beteiligten Person Klose: Dr. Fabian Klose ist wissenschaftlicher Mitarbeiter am Leibniz Institut für Europäische Geschichte in Mainz. Angaben zur beteiligten Person Möller: Dr. Esther Möller ist Wissenschaftliche Mitarbeiterin am Leibniz-Institut für Europäische Geschichte Mainz. Angaben zur beteiligten Person Paulmann: Prof. Dr. Johannes Paulmann ist Direktor des Leibniz-Instituts für Europäische Geschichte in Mainz. Angaben zur beteiligten Person Becker: Dr. theol. habil. Judith Becker ist Wissenschaftliche Mitarbeiterin am Leibniz-Institut für Europäische Geschichte, Mainz. ; This volume investigates the development of the concepts and practices of “humanity” from the sixteenth century up to the present. By taking a comparative and interdisciplinary approach, the contributers focus on Europe as well as Europe’s relations to other world regions in the process that shaped “humanity”. They show how this emerging concept led to the overcoming of fundamental divisions in many spheres on the one hand and the formation of new hierarchies on the other. | [
"['his']",
"['sow']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Humanity : a history of European concepts in practice from the sixteenth century to the present
- Document Abstract: This volume investigates the development of the concepts and practices of “humanity” from the sixteenth century up to the present. By taking a comparative and interdisciplinary approach, the contributers focus on Europe as well as Europe’s relations to other world regions in the process that shaped “humanity”. They show how this emerging concept led to the overcoming of fundamental divisions in many spheres on the one hand and the formation of new hierarchies on the other. Angaben zur beteiligten Person Thulin: Dr. Mirjam Thulin ist Wissenschaftliche Mitarbeiterin am Leibniz Institut für Europäische Geschichte (IEG) in Mainz. Angaben zur beteiligten Person Grigore: PD Dr. Mihai-D. Grigore ist wissenschaftlicher Mitarbeiter am Leibniz-Institut für Europäische Geschichte in Mainz. Angaben zur beteiligten Person Weller: Dr. Thomas Weller ist Wissenschaftlicher Mitarbeiter am Leibniz-Institut für Europäische Geschichte in Mainz. Angaben zur beteiligten Person Klose: Dr. Fabian Klose ist wissenschaftlicher Mitarbeiter am Leibniz Institut für Europäische Geschichte in Mainz. Angaben zur beteiligten Person Möller: Dr. Esther Möller ist Wissenschaftliche Mitarbeiterin am Leibniz-Institut für Europäische Geschichte Mainz. Angaben zur beteiligten Person Paulmann: Prof. Dr. Johannes Paulmann ist Direktor des Leibniz-Instituts für Europäische Geschichte in Mainz. Angaben zur beteiligten Person Becker: Dr. theol. habil. Judith Becker ist Wissenschaftliche Mitarbeiterin am Leibniz-Institut für Europäische Geschichte, Mainz. ; This volume investigates the development of the concepts and practices of “humanity” from the sixteenth century up to the present. By taking a comparative and interdisciplinary approach, the contributers focus on Europe as well as Europe’s relations to other world regions in the process that shaped “humanity”. They show how this emerging concept led to the overcoming of fundamental divisions in many spheres on the one hand and the formation of new hierarchies on the other.
- Document LIN Search class: ['his'], ['sow']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A473313162.jsonld | Trends and applications of mathematics to mechanics : STAMM 2002 | The book provides a collection of recent theoretical and methodological advances which can provide support and stimulus to scientists and scholars involved in research activity in the fields of interest | [
"['bio']",
"['pae']",
"['mat']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Trends and applications of mathematics to mechanics : STAMM 2002
- Document Abstract: The book provides a collection of recent theoretical and methodological advances which can provide support and stimulus to scientists and scholars involved in research activity in the fields of interest
- Document LIN Search class: ['bio'], ['pae'], ['mat']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A546653278.jsonld | Topics in the theory of chemical and physical systems : proceedings of the 10th European Workshop on Quantum Systems in Chemistry and Physics held at Carthage, Tunisia, in September 2005 | This volume contains a selection of papers presented at the 10th European Workshop on Quantum Systems in Chemistry and Physics, held in Tunisia, from September 1st to 7th, 2005. The workshop's aim was to bring together chemists and physicists with a common interest in the quantum-mechanical many-body problem. The volume offers unique insights into the fields of quantum chemical methods, molecular structure and spectroscopy, complexes and clusters. The workshop's aim was to bring together chemists and physicists with a common interest in the quantum-mechanical many-body problem, in order to foster conceptual and methodological development for the understanding of the structure, dynamics and properties of atoms, molecules, and the solid state. This underpins many of the new emerging fields of science and technology: molecular engines, nanomaterials, responsive structural materials, synthetic bio-materials, drugs, and so on. Among the themes discussed at this forum were such advanced topics as hyperspherical coordinates in the dynamical treatment of three-body systems, multicomponent many-body methods in the simultaneous description of electronic and nuclear motion, structure and dynamics of metal, non-metal, and ion-molecule complexes, shell effects in core ionization energies, high spin multiplicity electronic states, and the magnetism of molecular crystals. | [
"['phy']",
"['che']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Topics in the theory of chemical and physical systems : proceedings of the 10th European Workshop on Quantum Systems in Chemistry and Physics held at Carthage, Tunisia, in September 2005
- Document Abstract: This volume contains a selection of papers presented at the 10th European Workshop on Quantum Systems in Chemistry and Physics, held in Tunisia, from September 1st to 7th, 2005. The workshop's aim was to bring together chemists and physicists with a common interest in the quantum-mechanical many-body problem. The volume offers unique insights into the fields of quantum chemical methods, molecular structure and spectroscopy, complexes and clusters. The workshop's aim was to bring together chemists and physicists with a common interest in the quantum-mechanical many-body problem, in order to foster conceptual and methodological development for the understanding of the structure, dynamics and properties of atoms, molecules, and the solid state. This underpins many of the new emerging fields of science and technology: molecular engines, nanomaterials, responsive structural materials, synthetic bio-materials, drugs, and so on. Among the themes discussed at this forum were such advanced topics as hyperspherical coordinates in the dynamical treatment of three-body systems, multicomponent many-body methods in the simultaneous description of electronic and nuclear motion, structure and dynamics of metal, non-metal, and ion-molecule complexes, shell effects in core ionization energies, high spin multiplicity electronic states, and the magnetism of molecular crystals.
- Document LIN Search class: ['phy'], ['che']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A687903181.jsonld | Sweet & Salt : Water and the Dutch ; [published in conjunction with the Exhibition Sweet & Salt: Water and the Dutch at the Kunsthal Rotterdam (14 February - 10 June 2012)] | Water management runs in the blood of the Dutch. Draining the Netherlands and keeping it dry is a process they started centuries ago and continue to this day. But will this still suffice? In the project Sweet & Salt (book and exhibition) author and journalist Tracy Metz and curator Maartje van den Heuvel demonstrate, in text and images, how the Netherlands shapes its evolving relationship with water. The sea level is rising, rivers are swelling, there is more rain, there are more storms and sometimes there's a drought. There is a growing awareness that not just dikes and dams but natural processes too play a significant role in our security. This is the greatest challenge currently facing Dutch designers. There is also increasing attention given to the aesthetics of the water landscape being designed | [
"['bau']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Sweet & Salt : Water and the Dutch ; [published in conjunction with the Exhibition Sweet & Salt: Water and the Dutch at the Kunsthal Rotterdam (14 February - 10 June 2012)]
- Document Abstract: Water management runs in the blood of the Dutch. Draining the Netherlands and keeping it dry is a process they started centuries ago and continue to this day. But will this still suffice? In the project Sweet & Salt (book and exhibition) author and journalist Tracy Metz and curator Maartje van den Heuvel demonstrate, in text and images, how the Netherlands shapes its evolving relationship with water. The sea level is rising, rivers are swelling, there is more rain, there are more storms and sometimes there's a drought. There is a growing awareness that not just dikes and dams but natural processes too play a significant role in our security. This is the greatest challenge currently facing Dutch designers. There is also increasing attention given to the aesthetics of the water landscape being designed
- Document LIN Search class: ['bau']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1659205980.jsonld | Theorien in der qualitativen Bildungsforschung – qualitative Bildungsforschung als Theoriegenerierung | Theory, method and object are closely intertwined in qualitative educational and biographical research. The contributions ask about the appropriateness of theories to the subject, about the relationship between educational theory and qualitative empiricism, and about the implications of the choice of methods for subject-related theories. The volume documents the state of the scientific discussion on these questions in educational science. Theorie, Methode und Gegenstand sind in der qualitativen Bildungs- und Biographieforschung eng miteinander verflochten. Die Beiträge fragen nach der Gegenstandsangemessenheit von Theorien, nach der Beziehung zwischen Bildungstheorie und qualitativer Empirie sowie nach den Implikationen der Methodenwahl für gegenstandsbezogene Theorien. Der Band dokumentiert den Stand der fachwissenschaftlichen Diskussion zu diesen Fragen in der Erziehungswissenschaft. | [
"['pae']",
"['sow']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Theorien in der qualitativen Bildungsforschung – qualitative Bildungsforschung als Theoriegenerierung
- Document Abstract: Theory, method and object are closely intertwined in qualitative educational and biographical research. The contributions ask about the appropriateness of theories to the subject, about the relationship between educational theory and qualitative empiricism, and about the implications of the choice of methods for subject-related theories. The volume documents the state of the scientific discussion on these questions in educational science. Theorie, Methode und Gegenstand sind in der qualitativen Bildungs- und Biographieforschung eng miteinander verflochten. Die Beiträge fragen nach der Gegenstandsangemessenheit von Theorien, nach der Beziehung zwischen Bildungstheorie und qualitativer Empirie sowie nach den Implikationen der Methodenwahl für gegenstandsbezogene Theorien. Der Band dokumentiert den Stand der fachwissenschaftlichen Diskussion zu diesen Fragen in der Erziehungswissenschaft.
- Document LIN Search class: ['pae'], ['sow']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1649245920.jsonld | Semantics, Applications, and Implementation of Program Generation : International Workshop, SAIG 2000 Montreal, Canada, September 20, 2000 Proceedings | This book constitutes the refereed proceedings of the International Workshop on Semantics Applications, and Implementation of Program Generation, SAIG 2000, held in Montreal, Canada in September 2000. The seven revised full papers and four position papers presented together with four invited abstracts were carefully reviewed and selected from 20 submissions. Among the topics addressed are multi-stage programming languages, compilation of domain-specific languages and module systems, program transformation, low-level program generation, formal specification, termination analysis, and type-based analysis | [
"['inf']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Semantics, Applications, and Implementation of Program Generation : International Workshop, SAIG 2000 Montreal, Canada, September 20, 2000 Proceedings
- Document Abstract: This book constitutes the refereed proceedings of the International Workshop on Semantics Applications, and Implementation of Program Generation, SAIG 2000, held in Montreal, Canada in September 2000. The seven revised full papers and four position papers presented together with four invited abstracts were carefully reviewed and selected from 20 submissions. Among the topics addressed are multi-stage programming languages, compilation of domain-specific languages and module systems, program transformation, low-level program generation, formal specification, termination analysis, and type-based analysis
- Document LIN Search class: ['inf']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A655747656.jsonld | Seminar on Stochastic Analysis, Random Fields and Applications VI : Centro Stefano Franscini, Ascona, May 2008 | This volume contains refereed research or review papers presented at the 6th Seminar on Stochastic Processes, Random Fields and Applications, which took place at the Centro Stefano Franscini (Monte Verità) in Ascona, Switzerland, in May 2008. The seminar focused mainly on stochastic partial differential equations, especially large deviations and control problems, on infinite dimensional analysis, particle systems and financial engineering, especially energy markets and climate models. The book will be a valuable resource for researchers in stochastic analysis and professionals interested in stochastic methods in finance. | [
"['mat']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Seminar on Stochastic Analysis, Random Fields and Applications VI : Centro Stefano Franscini, Ascona, May 2008
- Document Abstract: This volume contains refereed research or review papers presented at the 6th Seminar on Stochastic Processes, Random Fields and Applications, which took place at the Centro Stefano Franscini (Monte Verità) in Ascona, Switzerland, in May 2008. The seminar focused mainly on stochastic partial differential equations, especially large deviations and control problems, on infinite dimensional analysis, particle systems and financial engineering, especially energy markets and climate models. The book will be a valuable resource for researchers in stochastic analysis and professionals interested in stochastic methods in finance.
- Document LIN Search class: ['mat']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1676317791.jsonld | Mathematical Modelling, Applied Analysis and Computation : ICMMAAC 2018, Jaipur, India, July 6-8 | This book contains original research papers presented at the International Conference on Mathematical Modelling, Applied Analysis and Computation, held at JECRC University, Jaipur, India, on 6-8 July 2018. Organized into 20 chapters, the book focuses on theoretical and applied aspects of various types of mathematical modelling such as equations of various types, fuzzy mathematical models, automata, Petri nets and bond graphs for systems of dynamic nature and the usage of numerical techniques in handling modern problems of science, engineering and finance. It covers the applications of mathematical modelling in physics, chemistry, biology, mechanical engineering, civil engineering, computer science, social science and finance. A wide variety of dynamical systems like deterministic, stochastic, continuous, discrete or hybrid, with respect to time, are discussed in the book. It provides the mathematical modelling of various problems arising in science and engineering, and also new efficient numerical approaches for solving linear and nonlinear problems and rigorous mathematical theories, which can be used to analyze a different kind of mathematical models. The conference was aimed at fostering cooperation among students and researchers in areas of applied analysis, engineering and computation with the deliberations to inculcate new research ideas in their relevant fields. This volume will provide a comprehensive introduction to recent theories and applications of mathematical modelling and numerical simulation, which will be a valuable resource for graduate students and researchers of mathematical modelling and industrial mathematics I. Cho, Certain Banach-Space operators acting on the semicircular elements induced by orthogonal projections -- Feng Qi, Explicit expressions related to degenerate Cauchy numbers and their generating function -- S. K. Paikray, Statistical deferred riesz summability mean and associated approximation theorems for trigonometric functions -- G. Uysal, On pointwise convergence of a family of nonlinear integral operators -- M. Malik, Existence and Ulam's type Stability of Integro Differential Equation with Non-instantaneous Impulses and Periodic Boundary Condition -- J. C. Prajapati, Introduction to Class of Uniformly Fractional Differentiable Functions -- S.Abbas, Asymptotically almost automorphic solution for neutral functional integro evolution equations on time scales -- M. Jain, An Integral Relation associated with a General Class of Polynomials and the Aleph Function -- J.F. Gomez-Aguilar, On the new fractional operator and application to nonlinear Bloch system -- S.D. Purohit, Fractional order integration and certain integrals of generalized multiindex Bessel function -- A. Prakash, Fractional variational iteration method for time fractional fourth-order Diffusion-Wave equation -- R. K. Bairwa, Analytical approach to fractional Navier-Stokes equations by Iterative Laplace Transform method -- S. Jain, Biological model of dengue spread with non-markovian properties -- A. Razaa, Approximate Solution of Higher Order Two Point Boundary Value Problems Using Uniform Haar Wavelet Collocation -- V. D. Joshi, Solving multi-objective fractional transportation problem -- H. M. Baskonus, On the Dark and Bright Solitons to the Negative-Order Breaking Soliton Model with (2+1)-dimensional -- K. M. Saad, A reliable analytical algorithm for cubic isothermal auto-catalytic chemical system -- Y. Singh, Numerical Study of Effects of Adrenal Hormones on Lymphocytes -- E. Bonyah, Mathematical Modelling of Poor Nutrition in the Human Life Cycle -- Z. Hammouch, Impact of homogeneous heterogeneous reaction on stagnation point flow of Walters' B fluid with Newtonian heating under the statistical paradigm | [
"['mat']",
"['phy']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Mathematical Modelling, Applied Analysis and Computation : ICMMAAC 2018, Jaipur, India, July 6-8
- Document Abstract: This book contains original research papers presented at the International Conference on Mathematical Modelling, Applied Analysis and Computation, held at JECRC University, Jaipur, India, on 6-8 July 2018. Organized into 20 chapters, the book focuses on theoretical and applied aspects of various types of mathematical modelling such as equations of various types, fuzzy mathematical models, automata, Petri nets and bond graphs for systems of dynamic nature and the usage of numerical techniques in handling modern problems of science, engineering and finance. It covers the applications of mathematical modelling in physics, chemistry, biology, mechanical engineering, civil engineering, computer science, social science and finance. A wide variety of dynamical systems like deterministic, stochastic, continuous, discrete or hybrid, with respect to time, are discussed in the book. It provides the mathematical modelling of various problems arising in science and engineering, and also new efficient numerical approaches for solving linear and nonlinear problems and rigorous mathematical theories, which can be used to analyze a different kind of mathematical models. The conference was aimed at fostering cooperation among students and researchers in areas of applied analysis, engineering and computation with the deliberations to inculcate new research ideas in their relevant fields. This volume will provide a comprehensive introduction to recent theories and applications of mathematical modelling and numerical simulation, which will be a valuable resource for graduate students and researchers of mathematical modelling and industrial mathematics I. Cho, Certain Banach-Space operators acting on the semicircular elements induced by orthogonal projections -- Feng Qi, Explicit expressions related to degenerate Cauchy numbers and their generating function -- S. K. Paikray, Statistical deferred riesz summability mean and associated approximation theorems for trigonometric functions -- G. Uysal, On pointwise convergence of a family of nonlinear integral operators -- M. Malik, Existence and Ulam's type Stability of Integro Differential Equation with Non-instantaneous Impulses and Periodic Boundary Condition -- J. C. Prajapati, Introduction to Class of Uniformly Fractional Differentiable Functions -- S.Abbas, Asymptotically almost automorphic solution for neutral functional integro evolution equations on time scales -- M. Jain, An Integral Relation associated with a General Class of Polynomials and the Aleph Function -- J.F. Gomez-Aguilar, On the new fractional operator and application to nonlinear Bloch system -- S.D. Purohit, Fractional order integration and certain integrals of generalized multiindex Bessel function -- A. Prakash, Fractional variational iteration method for time fractional fourth-order Diffusion-Wave equation -- R. K. Bairwa, Analytical approach to fractional Navier-Stokes equations by Iterative Laplace Transform method -- S. Jain, Biological model of dengue spread with non-markovian properties -- A. Razaa, Approximate Solution of Higher Order Two Point Boundary Value Problems Using Uniform Haar Wavelet Collocation -- V. D. Joshi, Solving multi-objective fractional transportation problem -- H. M. Baskonus, On the Dark and Bright Solitons to the Negative-Order Breaking Soliton Model with (2+1)-dimensional -- K. M. Saad, A reliable analytical algorithm for cubic isothermal auto-catalytic chemical system -- Y. Singh, Numerical Study of Effects of Adrenal Hormones on Lymphocytes -- E. Bonyah, Mathematical Modelling of Poor Nutrition in the Human Life Cycle -- Z. Hammouch, Impact of homogeneous heterogeneous reaction on stagnation point flow of Walters' B fluid with Newtonian heating under the statistical paradigm
- Document LIN Search class: ['mat'], ['phy']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1646685806.jsonld | Distributed Computing in Sensor Systems (vol. # 4026) : Second IEEE International Conference, DCOSS 2006, San Francisco, CA, USA, June 18-20, 2006, Proceedings | Evaluating Local Contributions to Global Performance in Wireless Sensor and Actuator Networks -- Roadmap Query for Sensor Network Assisted Navigation in Dynamic Environments -- Stabilizing Consensus in Mobile Networks -- When Birds Die: Making Population Protocols Fault-Tolerant -- Stochastically Consistent Caching and Dynamic Duty Cycling for Erratic Sensor Sources -- Distributed Model-Free Stochastic Optimization in Wireless Sensor Networks -- Agimone: Middleware Support for Seamless Integration of Sensor and IP Networks -- Gappa: Gossip Based Multi-channel Reprogramming for Sensor Networks -- The Virtual Pheromone Communication Primitive -- Logical Neighborhoods: A Programming Abstraction for Wireless Sensor Networks -- Y-Threads: Supporting Concurrency in Wireless Sensor Networks -- Comparative Analysis of Push-Pull Query Strategies for Wireless Sensor Networks -- Using Data Aggregation to Prevent Traffic Analysis in Wireless Sensor Networks -- Efficient and Robust Data Dissemination Using Limited Extra Network Knowledge -- Distance-Sensitive Information Brokerage in Sensor Networks -- Efficient In-Network Processing Through Local Ad-Hoc Information Coalescence -- Distributed Optimal Estimation from Relative Measurements for Localization and Time Synchronization -- GIST: Group-Independent Spanning Tree for Data Aggregation in Dense Sensor Networks -- Distributed User Access Control in Sensor Networks -- Locating Compromised Sensor Nodes Through Incremental Hashing Authentication -- COTA: A Robust Multi-hop Localization Scheme in Wireless Sensor Networks -- Contour Approximation in Sensor Networks -- A Distortion-Aware Scheduling Approach for Wireless Sensor Networks -- Optimal Placement and Selection of Camera Network Nodes for Target Localization -- An Optimal Data Propagation Algorithm for Maximizing the Lifespan of Sensor Networks -- Lifetime Maximization of Sensor Networks Under Connectivity and k-Coverage Constraints -- Network Power Scheduling for TinyOS Applications -- Approximation Algorithms for Power-Aware Scheduling of Wireless Sensor Networks with Rate and Duty-Cycle Constraints -- MobiRoute: Routing Towards a Mobile Sink for Improving Lifetime in Sensor Networks -- SenCar: An Energy Efficient Data Gathering Mechanism for Large Scale Multihop Sensor Networks -- A Distributed Linear Least Squares Method for Precise Localization with Low Complexity in Wireless Sensor Networks -- Consistency-Based On-line Localization in Sensor Networks -- The Robustness of Localization Algorithms to Signal Strength Attacks: A Comparative Study. The book constitutes the refereed proceedings of the Second International Conference on Distributed Computing in Sensor Systems, DCOSS 2006, held in San Francisco, California, USA in June 2006. The 33 revised full papers presented were carefully reviewed and selected from 87 submissions. The papers focus on distributed computing issues in large-scale networked sensor systems, including systematic design techniques and tools; they cover topics such as distributed algorithms and applications, programming support and middleware, data aggregation and dissemination, security, information fusion, lifetime maximization, and localization. | [
"['inf']",
"['elt']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Distributed Computing in Sensor Systems (vol. # 4026) : Second IEEE International Conference, DCOSS 2006, San Francisco, CA, USA, June 18-20, 2006, Proceedings
- Document Abstract: Evaluating Local Contributions to Global Performance in Wireless Sensor and Actuator Networks -- Roadmap Query for Sensor Network Assisted Navigation in Dynamic Environments -- Stabilizing Consensus in Mobile Networks -- When Birds Die: Making Population Protocols Fault-Tolerant -- Stochastically Consistent Caching and Dynamic Duty Cycling for Erratic Sensor Sources -- Distributed Model-Free Stochastic Optimization in Wireless Sensor Networks -- Agimone: Middleware Support for Seamless Integration of Sensor and IP Networks -- Gappa: Gossip Based Multi-channel Reprogramming for Sensor Networks -- The Virtual Pheromone Communication Primitive -- Logical Neighborhoods: A Programming Abstraction for Wireless Sensor Networks -- Y-Threads: Supporting Concurrency in Wireless Sensor Networks -- Comparative Analysis of Push-Pull Query Strategies for Wireless Sensor Networks -- Using Data Aggregation to Prevent Traffic Analysis in Wireless Sensor Networks -- Efficient and Robust Data Dissemination Using Limited Extra Network Knowledge -- Distance-Sensitive Information Brokerage in Sensor Networks -- Efficient In-Network Processing Through Local Ad-Hoc Information Coalescence -- Distributed Optimal Estimation from Relative Measurements for Localization and Time Synchronization -- GIST: Group-Independent Spanning Tree for Data Aggregation in Dense Sensor Networks -- Distributed User Access Control in Sensor Networks -- Locating Compromised Sensor Nodes Through Incremental Hashing Authentication -- COTA: A Robust Multi-hop Localization Scheme in Wireless Sensor Networks -- Contour Approximation in Sensor Networks -- A Distortion-Aware Scheduling Approach for Wireless Sensor Networks -- Optimal Placement and Selection of Camera Network Nodes for Target Localization -- An Optimal Data Propagation Algorithm for Maximizing the Lifespan of Sensor Networks -- Lifetime Maximization of Sensor Networks Under Connectivity and k-Coverage Constraints -- Network Power Scheduling for TinyOS Applications -- Approximation Algorithms for Power-Aware Scheduling of Wireless Sensor Networks with Rate and Duty-Cycle Constraints -- MobiRoute: Routing Towards a Mobile Sink for Improving Lifetime in Sensor Networks -- SenCar: An Energy Efficient Data Gathering Mechanism for Large Scale Multihop Sensor Networks -- A Distributed Linear Least Squares Method for Precise Localization with Low Complexity in Wireless Sensor Networks -- Consistency-Based On-line Localization in Sensor Networks -- The Robustness of Localization Algorithms to Signal Strength Attacks: A Comparative Study. The book constitutes the refereed proceedings of the Second International Conference on Distributed Computing in Sensor Systems, DCOSS 2006, held in San Francisco, California, USA in June 2006. The 33 revised full papers presented were carefully reviewed and selected from 87 submissions. The papers focus on distributed computing issues in large-scale networked sensor systems, including systematic design techniques and tools; they cover topics such as distributed algorithms and applications, programming support and middleware, data aggregation and dissemination, security, information fusion, lifetime maximization, and localization.
- Document LIN Search class: ['inf'], ['elt']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1655063073.jsonld | Noncommutative Geometry : Lectures given at the C.I.M.E. Summer School held in Martina Franca, Italy, September 3-9, 2000 | Cyclic Cohomology, Noncommutative Geometry and Quantum Group Symmetries -- Cyclic Theory and the Bivariant Chern-Connes Character -- Group C*-Algebras and K-Theory -- Geometric and Analytic Properties of Groups -- More Lectures on Algebraic Quantum Field Theory. Noncommutative Geometry is one of the most deep and vital research subjects of present-day Mathematics. Its development, mainly due to Alain Connes, is providing an increasing number of applications and deeper insights for instance in Foliations, K-Theory, Index Theory, Number Theory but also in Quantum Physics of elementary particles. The purpose of the Summer School in Martina Franca was to offer a fresh invitation to the subject and closely related topics; the contributions in this volume include the four main lectures, cover advanced developments and are delivered by prominent specialists. | [
"['mat']",
"['phy']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Noncommutative Geometry : Lectures given at the C.I.M.E. Summer School held in Martina Franca, Italy, September 3-9, 2000
- Document Abstract: Cyclic Cohomology, Noncommutative Geometry and Quantum Group Symmetries -- Cyclic Theory and the Bivariant Chern-Connes Character -- Group C*-Algebras and K-Theory -- Geometric and Analytic Properties of Groups -- More Lectures on Algebraic Quantum Field Theory. Noncommutative Geometry is one of the most deep and vital research subjects of present-day Mathematics. Its development, mainly due to Alain Connes, is providing an increasing number of applications and deeper insights for instance in Foliations, K-Theory, Index Theory, Number Theory but also in Quantum Physics of elementary particles. The purpose of the Summer School in Martina Franca was to offer a fresh invitation to the subject and closely related topics; the contributions in this volume include the four main lectures, cover advanced developments and are delivered by prominent specialists.
- Document LIN Search class: ['mat'], ['phy']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1023447444.jsonld | Complexity and the economy : implications for economy policy | The authors examine the causes and consequences of complexity among the broadly economic phenomena of firms, industries and socio-economic policy. The book makes a valuable contribution to the increasingly prominent subject of complexity, especially for those whose interests include evolutionary, behavioural, political and social approaches to understanding economics and economic phenomena pt. 1. The development of complexity perspectives -- pt. 2. Theoretical perspectives on complexity -- pt. 3. Complexity in organizations -- pt. 4. Complexity, strategies and policies | [
"['oek']",
"['pae']",
"['sow']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Complexity and the economy : implications for economy policy
- Document Abstract: The authors examine the causes and consequences of complexity among the broadly economic phenomena of firms, industries and socio-economic policy. The book makes a valuable contribution to the increasingly prominent subject of complexity, especially for those whose interests include evolutionary, behavioural, political and social approaches to understanding economics and economic phenomena pt. 1. The development of complexity perspectives -- pt. 2. Theoretical perspectives on complexity -- pt. 3. Complexity in organizations -- pt. 4. Complexity, strategies and policies
- Document LIN Search class: ['oek'], ['pae'], ['sow']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1697215327.jsonld | Tools and Algorithms for the Construction and Analysis of Systems : 26th International Conference, TACAS 2020, Held as Part of the European Joint Conferences on Theory and Practice of Software, ETAPS 2020, Dublin, Ireland, April 25–30, 2020, Proceedings, Part I | Program Verification -- SAT and SMT -- Timed and Dynamical Systems -- Verifying Concurrent Systems -- Probabilistic Systems -- Model Checking and Reachability -- Timed and Probabilistic Systems. This open access two-volume set constitutes the proceedings of the 26th International Conference on Tools and Algorithms for the Construction and Analysis of Systems, TACAS 2020, which took place in Dublin, Ireland, in April 2020, and was held as Part of the European Joint Conferences on Theory and Practice of Software, ETAPS 2020. The total of 60 regular papers presented in these volumes was carefully reviewed and selected from 155 submissions. The papers are organized in topical sections as follows: Part I: Program verification; SAT and SMT; Timed and Dynamical Systems; Verifying Concurrent Systems; Probabilistic Systems; Model Checking and Reachability; and Timed and Probabilistic Systems. Part II: Bisimulation; Verification and Efficiency; Logic and Proof; Tools and Case Studies; Games and Automata; and SV-COMP 2020. . | [
"['inf']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Tools and Algorithms for the Construction and Analysis of Systems : 26th International Conference, TACAS 2020, Held as Part of the European Joint Conferences on Theory and Practice of Software, ETAPS 2020, Dublin, Ireland, April 25–30, 2020, Proceedings, Part I
- Document Abstract: Program Verification -- SAT and SMT -- Timed and Dynamical Systems -- Verifying Concurrent Systems -- Probabilistic Systems -- Model Checking and Reachability -- Timed and Probabilistic Systems. This open access two-volume set constitutes the proceedings of the 26th International Conference on Tools and Algorithms for the Construction and Analysis of Systems, TACAS 2020, which took place in Dublin, Ireland, in April 2020, and was held as Part of the European Joint Conferences on Theory and Practice of Software, ETAPS 2020. The total of 60 regular papers presented in these volumes was carefully reviewed and selected from 155 submissions. The papers are organized in topical sections as follows: Part I: Program verification; SAT and SMT; Timed and Dynamical Systems; Verifying Concurrent Systems; Probabilistic Systems; Model Checking and Reachability; and Timed and Probabilistic Systems. Part II: Bisimulation; Verification and Efficiency; Logic and Proof; Tools and Case Studies; Games and Automata; and SV-COMP 2020. .
- Document LIN Search class: ['inf']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1023434504.jsonld | Management education and humanities | pt. 1. Managerial profession at the start of the new century -- pt. 2. Management education : is a humanist reframing possible? -- pt. 3. Bringing humanities into the heart of management -- pt. 4. Rethinking humanism Management Education and Humanities argues that management teachers and researchers seem to be increasingly dissatisfied with the way managers are usually educated in western countries. It claims that educational practices and methods would greatly benefit from reflection on the implicit assumptions and paradigms behind those practices, and debates the role that humanism and humanities might play in the formation of new managerial élites | [
"['oek']",
"['pae']",
"['sow']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Management education and humanities
- Document Abstract: pt. 1. Managerial profession at the start of the new century -- pt. 2. Management education : is a humanist reframing possible? -- pt. 3. Bringing humanities into the heart of management -- pt. 4. Rethinking humanism Management Education and Humanities argues that management teachers and researchers seem to be increasingly dissatisfied with the way managers are usually educated in western countries. It claims that educational practices and methods would greatly benefit from reflection on the implicit assumptions and paradigms behind those practices, and debates the role that humanism and humanities might play in the formation of new managerial élites
- Document LIN Search class: ['oek'], ['pae'], ['sow']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A165095073X.jsonld | Localized States in Physics: Solitons and Patterns | Systems driven far from thermodynamic equilibrium can create dissipative structures through the spontaneous breaking of symmetries. A particularly fascinating feature of these pattern-forming systems is their tendency to produce spatially confined states. These localized wave packets can exist as propagating entities through space and/or time. Various examples of such systems will be dealt with in this book, including localized states in fluids, chemical reactions on surfaces, neural networks, optical systems, granular systems, population models, and Bose-Einstein condensates.This book should appeal to all physicists, mathematicians and electrical engineers interested in localization in far-from-equilibrium systems. The authors - all recognized experts in their fields - strive to achieve a balance between theoretical and experimental considerations thereby giving an overview of fascinating physical principles, their manifestations in diverse systems, and the novel technical applications on the horizon. | [
"['phy']",
"['mat']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Localized States in Physics: Solitons and Patterns
- Document Abstract: Systems driven far from thermodynamic equilibrium can create dissipative structures through the spontaneous breaking of symmetries. A particularly fascinating feature of these pattern-forming systems is their tendency to produce spatially confined states. These localized wave packets can exist as propagating entities through space and/or time. Various examples of such systems will be dealt with in this book, including localized states in fluids, chemical reactions on surfaces, neural networks, optical systems, granular systems, population models, and Bose-Einstein condensates.This book should appeal to all physicists, mathematicians and electrical engineers interested in localization in far-from-equilibrium systems. The authors - all recognized experts in their fields - strive to achieve a balance between theoretical and experimental considerations thereby giving an overview of fascinating physical principles, their manifestations in diverse systems, and the novel technical applications on the horizon.
- Document LIN Search class: ['phy'], ['mat']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A828856508.jsonld | Human rights, rule of law and the contemporary social challenges in complex societies : proceedings of the 26th world congress of the International Association for Philosophy of Law and Social Philosophy in Belo Horizonte, 2013 | Modern societies often claim to be democracies in order to enjoy greater legitimacy. Still, to understand the concept of democracy and how to justify it, the definition of it as self-determined is not sufficient. A complex understanding has to take into account ideas of rule of law as well as human rights. Sometimes these three concepts compete with each other - particularly in societies with a pluralistic approach to what "the good life" should be, such as societies which are made up of distinct cultural backgrounds. | [
"['sow']",
"['jur']",
"['phi']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Human rights, rule of law and the contemporary social challenges in complex societies : proceedings of the 26th world congress of the International Association for Philosophy of Law and Social Philosophy in Belo Horizonte, 2013
- Document Abstract: Modern societies often claim to be democracies in order to enjoy greater legitimacy. Still, to understand the concept of democracy and how to justify it, the definition of it as self-determined is not sufficient. A complex understanding has to take into account ideas of rule of law as well as human rights. Sometimes these three concepts compete with each other - particularly in societies with a pluralistic approach to what "the good life" should be, such as societies which are made up of distinct cultural backgrounds.
- Document LIN Search class: ['sow'], ['jur'], ['phi']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1049580435.jsonld | What is an image in medieval and early modern England? | "The premise that Western culture has undergone a pictorial turn (W.J.T. Mitchell) has prompted renewed interest in theorizing the visual image. In recent decades researchers in the humanities and social sciences have documented the function and status of the image relative to other media, and have traced the history of its power and the attempts to disempower it. What is an Image in Medieval and Early Modern England? engages in this debate in two interrelated ways: by focusing on the (visual) image during a period that witnessed the Reformation and the invention of the printing press, and by exploring its status in relation to an array of texts including Arthurian romance, saints lives, stage plays, printed sermons, biblical epic, pamphlets, and psalms."-- Back cover | [
"['his']",
"['pae']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: What is an image in medieval and early modern England?
- Document Abstract: "The premise that Western culture has undergone a pictorial turn (W.J.T. Mitchell) has prompted renewed interest in theorizing the visual image. In recent decades researchers in the humanities and social sciences have documented the function and status of the image relative to other media, and have traced the history of its power and the attempts to disempower it. What is an Image in Medieval and Early Modern England? engages in this debate in two interrelated ways: by focusing on the (visual) image during a period that witnessed the Reformation and the invention of the printing press, and by exploring its status in relation to an array of texts including Arthurian romance, saints lives, stage plays, printed sermons, biblical epic, pamphlets, and psalms."-- Back cover
- Document LIN Search class: ['his'], ['pae']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A829376305.jsonld | Starting from 'I don't know' : interviews on architecture and craft | Starting from 'I Don't Know' documents a 2011 week-long workshop at Sitterwerk, St. Gallen, in which Studio Mumbai's Bijoy Jain joined expert craftspeople from Switzerland to share the knowledge, techniques, and insights from their own practices with students, artists, and architects. The interviews in this book explore the creative potential of hands-on learning, local knowledge, and open experimentation. Celebrating the role of chance and collaboration in the process of making, Starting from 'I Don't Know' makes an argument for bringing together the oft-separated areas of architecture and craft early in the design process | [
"['pae']",
"['bau']",
"['rest']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Starting from 'I don't know' : interviews on architecture and craft
- Document Abstract: Starting from 'I Don't Know' documents a 2011 week-long workshop at Sitterwerk, St. Gallen, in which Studio Mumbai's Bijoy Jain joined expert craftspeople from Switzerland to share the knowledge, techniques, and insights from their own practices with students, artists, and architects. The interviews in this book explore the creative potential of hands-on learning, local knowledge, and open experimentation. Celebrating the role of chance and collaboration in the process of making, Starting from 'I Don't Know' makes an argument for bringing together the oft-separated areas of architecture and craft early in the design process
- Document LIN Search class: ['pae'], ['bau'], ['rest']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1655487086.jsonld | MODA4 — Advances in Model-Oriented Data Analysis : Proceedings of the 4th International Workshop in Spetses, Greece June 5–9, 1995 | The meeting covers theoretical and applied statistics with a heavy emphasis on experimental design. The corresponding approaches are fundamentally based on the idea that a system (object and experiment) has to be described by some mathematical model to make any experimental design reasonable. This proceedings volume consists of three main parts: I. Optimal Design II. Regression Analysis III. Statistical Applications | [
"['mat']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: MODA4 — Advances in Model-Oriented Data Analysis : Proceedings of the 4th International Workshop in Spetses, Greece June 5–9, 1995
- Document Abstract: The meeting covers theoretical and applied statistics with a heavy emphasis on experimental design. The corresponding approaches are fundamentally based on the idea that a system (object and experiment) has to be described by some mathematical model to make any experimental design reasonable. This proceedings volume consists of three main parts: I. Optimal Design II. Regression Analysis III. Statistical Applications
- Document LIN Search class: ['mat']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1682346838.jsonld | Opening Pandora's box : Gender, Macht und Religion | "The controversary of the interrelations between religion and gender becomes evident within recent public debates. These interrelations are pursued through the overviews and case studies in this volume. All articles originate from the symposium "Opening Pandora’s Box: Sex, Power & Religion" in Munich and trace back to an initiative by students to academically engage with the topic of gender and religion. On doing so, the gendered perspective is a discursive one. Therefore, each article presents its own definition of gender and religion and hence opens the floor to diverse points of view on these eye-opening interrelations." (Publisher Information) "Die aktuellen öffentlichen Debatten zeigen, wie explosiv die Wechselwirkung zwischen Religion und Geschlecht sein kann. Im Sammelband wird dieser Wechselwirkung anhand von Überblickstexten und Fallstudien nachgegangen. Die Beiträge basieren auf dem religionswissenschaftlichen Symposium »Opening Pandora’s Box: Sex, Power & Religion«. Alle Beiträge gehen auf eine studentische Initiative wissenschaftlicher Beschäftigung mit dem Themenkomplex Gender und Religion zurück. Dabei wird die Genderperspektive diskursiv verstanden. Die Beiträge bieten je eigene Definitionen von Gender und Religion und öffnen somit verschiedene Blickwinkel auf diese aufschlussreiche Interrelation." (Verlagsinformation) | [
"['rel']",
"['sow']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Opening Pandora's box : Gender, Macht und Religion
- Document Abstract: "The controversary of the interrelations between religion and gender becomes evident within recent public debates. These interrelations are pursued through the overviews and case studies in this volume. All articles originate from the symposium "Opening Pandora’s Box: Sex, Power & Religion" in Munich and trace back to an initiative by students to academically engage with the topic of gender and religion. On doing so, the gendered perspective is a discursive one. Therefore, each article presents its own definition of gender and religion and hence opens the floor to diverse points of view on these eye-opening interrelations." (Publisher Information) "Die aktuellen öffentlichen Debatten zeigen, wie explosiv die Wechselwirkung zwischen Religion und Geschlecht sein kann. Im Sammelband wird dieser Wechselwirkung anhand von Überblickstexten und Fallstudien nachgegangen. Die Beiträge basieren auf dem religionswissenschaftlichen Symposium »Opening Pandora’s Box: Sex, Power & Religion«. Alle Beiträge gehen auf eine studentische Initiative wissenschaftlicher Beschäftigung mit dem Themenkomplex Gender und Religion zurück. Dabei wird die Genderperspektive diskursiv verstanden. Die Beiträge bieten je eigene Definitionen von Gender und Religion und öffnen somit verschiedene Blickwinkel auf diese aufschlussreiche Interrelation." (Verlagsinformation)
- Document LIN Search class: ['rel'], ['sow']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1700496107.jsonld | Private food law : governing food chains through contract law, self-regulation, private stands, audits and certification schemes | Since the turn of the Millennium, world-wide initiatives from the private sector have turned the regulatory environment for food businesses upside down. For the first time in legal literature this book analyses private law initiatives relating to the food chain, often referred to as private (voluntary) standards or schemes.Private standards are used to remedy flaws in legislation in order to reach higher levels of consumer protection than the ones chosen by the EU legislature and to manage risks and liability beyond the traditional limits of food businesses. We see that litigation is no longer solely framed by legislative requirements, but ever more by private standards such as GlobalGAP, BRC, IFS, SQF and ISO. These private standards incorporate public law requirements thus embedding them in contractual relations and exporting them beyond the jurisdiction of public legislators. This book also addresses how private standards play a role in defining specific markets of growing importance. It is noted that organic standards have found an interesting symbioses with public law.Another development on this topic is that food businesses are inspected more often by private auditors than by public inspectors. Effects in terms of receiving or being denied certification far outweigh public law sanctions. In short private law has changed an entire legal infrastructure for the food sector. It emerges as competing with the public law regulatory infrastructure.This book is of interest to all who concern themselves with food law legislation and litigation and the evolving role of private standards on changing the landscape of food chains and innovation | [
"['jur']",
"['hor']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Private food law : governing food chains through contract law, self-regulation, private stands, audits and certification schemes
- Document Abstract: Since the turn of the Millennium, world-wide initiatives from the private sector have turned the regulatory environment for food businesses upside down. For the first time in legal literature this book analyses private law initiatives relating to the food chain, often referred to as private (voluntary) standards or schemes.Private standards are used to remedy flaws in legislation in order to reach higher levels of consumer protection than the ones chosen by the EU legislature and to manage risks and liability beyond the traditional limits of food businesses. We see that litigation is no longer solely framed by legislative requirements, but ever more by private standards such as GlobalGAP, BRC, IFS, SQF and ISO. These private standards incorporate public law requirements thus embedding them in contractual relations and exporting them beyond the jurisdiction of public legislators. This book also addresses how private standards play a role in defining specific markets of growing importance. It is noted that organic standards have found an interesting symbioses with public law.Another development on this topic is that food businesses are inspected more often by private auditors than by public inspectors. Effects in terms of receiving or being denied certification far outweigh public law sanctions. In short private law has changed an entire legal infrastructure for the food sector. It emerges as competing with the public law regulatory infrastructure.This book is of interest to all who concern themselves with food law legislation and litigation and the evolving role of private standards on changing the landscape of food chains and innovation
- Document LIN Search class: ['jur'], ['hor']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A588712175.jsonld | The professional education and development of teachers of mathematics : the 15th ICMI study | Setting the stage for the ICMI study on the professional education and development of teachers of mathematics / Ruhama Even and Deborah Loewenberg Ball -- Section I : Initial mathematics teacher education / Editor : Stephen Lerman -- The preparation of teachers / Editor : Jarmila Novotná -- Overview of teacher education systems across the world / Maria Teresa Tatto, Stephen Lerman, and Jarmila Novotná -- Components of mathematics teacher training / Peter Liljedahl and V. Durand-Guerrier, C. Winsløw ... [et. al.] -- Practising mathematics teacher education : expanding the realm of possibilities / Uwe Gellert, and S. Amato, M. Bairral ...[et. al.] -- Learning to teach mathematics : expanding the role of practicum as an integrated part of a teacher education programme / Christer Bergsten, Barbro Grevholm, Franco Favilli ...[et. al.] -- Student teachers' experiences and early years of teaching / Editor : Stephen Lerman -- Studying student teachers' voices and their beliefs and attitudes / Stephen Lerman, and S.A. Amato, N. Bednarz ...[et. al.] -- School experience during pre-service teacher education from the students' perspective / Merrilyn Goos, and B. Arvold, N. Bednarz ... [et. al.] -- First years of teaching / Carl Winsløw, and C. Bergsten, D. Butlen ...[et. al.] -- Mathematics educators' activities and knowledge / Editor : Pedro Gómez -- Mathematics educators' knowledge and development / Orit Zaslavsky -- Becoming a teacher educator : perspectives from the United Kingdom and the United States / Sue Pope and Denise S. Mewborn -- Educators reflecting on (researching) their own practice / Olive Chapman -- Educators and the teacher training context / Richard Millman, Paola Iannone and Peter Johnston-Wilder -- Initial mathematics teacher education : comments and reflections / Gilah Leder -- Initial mathematics teacher education : comments and reflections / Shiqi Li -- Section 2 : Learning in and from practice / Editor : Barbara Jaworski -- Development of teaching in and from practice / Brent Davis, Laurinda Brown, and T. Cedillo ...[et. al.] -- Mathematics teachers' professional development; processes of learning in and from practice / João Filipe Matos, Arthur Powell, Paola Sztajn ...[ et. al.] -- Tools and settings supporting mathematics teachers' learning in and from practice / João Pedro da Ponte, Orit Zaslavsky, Ed Silver ...[et. al.] -- The balance of teacher knowledge : mathematics and pedagogy / Michael Neubrand, Nanette Seago, and C. Agudelo-Valderrama ...[et. al.] -- Learning in and from practice : comments and reflections / Aline Robert -- Established boundaries? A personal response to learning in and from practice / Chris Breen -- Section 3 : Key issues for research in the education and professional development of teachers of mathematics -- Some reflections on education, mathematics and mathematics education / Ubiratan D'Ambrosio -- Toward a more complete understanding of practice-based professional development for mathematics teachers / Edward A. Silver -- Public writing in the field of mathematics teacher education / Jill Adler and Barbara Jaworski -- Strengthening practice in and research on the professional education and development of teachers of mathematics : next steps / Deborah Loewenberg Ball and Ruhama Even | [
"['mat']",
"['pae']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: The professional education and development of teachers of mathematics : the 15th ICMI study
- Document Abstract: Setting the stage for the ICMI study on the professional education and development of teachers of mathematics / Ruhama Even and Deborah Loewenberg Ball -- Section I : Initial mathematics teacher education / Editor : Stephen Lerman -- The preparation of teachers / Editor : Jarmila Novotná -- Overview of teacher education systems across the world / Maria Teresa Tatto, Stephen Lerman, and Jarmila Novotná -- Components of mathematics teacher training / Peter Liljedahl and V. Durand-Guerrier, C. Winsløw ... [et. al.] -- Practising mathematics teacher education : expanding the realm of possibilities / Uwe Gellert, and S. Amato, M. Bairral ...[et. al.] -- Learning to teach mathematics : expanding the role of practicum as an integrated part of a teacher education programme / Christer Bergsten, Barbro Grevholm, Franco Favilli ...[et. al.] -- Student teachers' experiences and early years of teaching / Editor : Stephen Lerman -- Studying student teachers' voices and their beliefs and attitudes / Stephen Lerman, and S.A. Amato, N. Bednarz ...[et. al.] -- School experience during pre-service teacher education from the students' perspective / Merrilyn Goos, and B. Arvold, N. Bednarz ... [et. al.] -- First years of teaching / Carl Winsløw, and C. Bergsten, D. Butlen ...[et. al.] -- Mathematics educators' activities and knowledge / Editor : Pedro Gómez -- Mathematics educators' knowledge and development / Orit Zaslavsky -- Becoming a teacher educator : perspectives from the United Kingdom and the United States / Sue Pope and Denise S. Mewborn -- Educators reflecting on (researching) their own practice / Olive Chapman -- Educators and the teacher training context / Richard Millman, Paola Iannone and Peter Johnston-Wilder -- Initial mathematics teacher education : comments and reflections / Gilah Leder -- Initial mathematics teacher education : comments and reflections / Shiqi Li -- Section 2 : Learning in and from practice / Editor : Barbara Jaworski -- Development of teaching in and from practice / Brent Davis, Laurinda Brown, and T. Cedillo ...[et. al.] -- Mathematics teachers' professional development; processes of learning in and from practice / João Filipe Matos, Arthur Powell, Paola Sztajn ...[ et. al.] -- Tools and settings supporting mathematics teachers' learning in and from practice / João Pedro da Ponte, Orit Zaslavsky, Ed Silver ...[et. al.] -- The balance of teacher knowledge : mathematics and pedagogy / Michael Neubrand, Nanette Seago, and C. Agudelo-Valderrama ...[et. al.] -- Learning in and from practice : comments and reflections / Aline Robert -- Established boundaries? A personal response to learning in and from practice / Chris Breen -- Section 3 : Key issues for research in the education and professional development of teachers of mathematics -- Some reflections on education, mathematics and mathematics education / Ubiratan D'Ambrosio -- Toward a more complete understanding of practice-based professional development for mathematics teachers / Edward A. Silver -- Public writing in the field of mathematics teacher education / Jill Adler and Barbara Jaworski -- Strengthening practice in and research on the professional education and development of teachers of mathematics : next steps / Deborah Loewenberg Ball and Ruhama Even
- Document LIN Search class: ['mat'], ['pae']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1742835236.jsonld | Literarische Irrtümer : Figurationen des Irrtums in der skandinavischen Literatur | Making mistakes is not only part of humans’ basic anthropological make-up and the driving force behind the philosophical search for truth, but it is also a significant element in literary framing and design, either as a necessary dramaturgical flaw (hamartia), as an event that causes surprise or as the initiator or accomplice of chance, fate, the subconscious and suppressed memories or thoughts etc. Literary depictions of errors, misjudgements and misconceptions can be found on various narrative levels, such as those of the characters and the narrator, in both a thematic and a structural respect and as a principle in poetics, that is, in the relationship between the (ironic) text and its readers. This collection of essays examines both the concept of ‘errors’ as an unforeseen deviation from what is expected and, in relation to that, the creative and productive potential in its literary framing and design. With contribution by Frederike Felcht, Henrike Fürstenberg, Hanna Eglinger, Joachim Grage, Dag Heede, Unni Langås, Patrick Ledderose, Stig Olsen, Clemens Räthel, Joachim Schiedermair, Antje Wischmann and Erik Zillen. Der Irrtum ist nicht nur Teil der anthropologischen Grundbestimmung des Menschen und Movens der philosophischen Wahrheitssuche, sondern auch ein wesentliches Element literarischer Gestaltung, etwa als dramaturgisch notwendiger Fehltritt (Hamartia), als ein Überraschung generierendes Ereignis und als Initiator oder Komplize des Zufalls, des Schicksals oder des Unbewussten und Verdrängten. Literarische Figurationen des Irrtums sind auf verschiedenen Ebenen des Erzählens nachweisbar: auf Figuren- und Erzählerebene, in thematischer wie struktureller Hinsicht sowie als poetologisches Prinzip, d.h. etwa im Verhältnis zwischen (ironischem) Text und seinen LeserInnen. Der vorliegende Aufsatzband geht dem Irrtum als ungeplanter Abweichung vom Erwarteten und, damit verbunden, dem kreativen und produktiven Potenzial in seiner literarischen und poetologischen Gestaltung nach. Mit Beiträgen von Frederike Felcht, Henrike Fürstenberg, Hanna Eglinger, Joachim Grage, Dag Heede, Unni Langås, Patrick Ledderose, Stig Olsen, Clemens Räthel, Joachim Schiedermair, Antje Wischmann und Erik Zillen. | [
"['lit']",
"['lin']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Literarische Irrtümer : Figurationen des Irrtums in der skandinavischen Literatur
- Document Abstract: Making mistakes is not only part of humans’ basic anthropological make-up and the driving force behind the philosophical search for truth, but it is also a significant element in literary framing and design, either as a necessary dramaturgical flaw (hamartia), as an event that causes surprise or as the initiator or accomplice of chance, fate, the subconscious and suppressed memories or thoughts etc. Literary depictions of errors, misjudgements and misconceptions can be found on various narrative levels, such as those of the characters and the narrator, in both a thematic and a structural respect and as a principle in poetics, that is, in the relationship between the (ironic) text and its readers. This collection of essays examines both the concept of ‘errors’ as an unforeseen deviation from what is expected and, in relation to that, the creative and productive potential in its literary framing and design. With contribution by Frederike Felcht, Henrike Fürstenberg, Hanna Eglinger, Joachim Grage, Dag Heede, Unni Langås, Patrick Ledderose, Stig Olsen, Clemens Räthel, Joachim Schiedermair, Antje Wischmann and Erik Zillen. Der Irrtum ist nicht nur Teil der anthropologischen Grundbestimmung des Menschen und Movens der philosophischen Wahrheitssuche, sondern auch ein wesentliches Element literarischer Gestaltung, etwa als dramaturgisch notwendiger Fehltritt (Hamartia), als ein Überraschung generierendes Ereignis und als Initiator oder Komplize des Zufalls, des Schicksals oder des Unbewussten und Verdrängten. Literarische Figurationen des Irrtums sind auf verschiedenen Ebenen des Erzählens nachweisbar: auf Figuren- und Erzählerebene, in thematischer wie struktureller Hinsicht sowie als poetologisches Prinzip, d.h. etwa im Verhältnis zwischen (ironischem) Text und seinen LeserInnen. Der vorliegende Aufsatzband geht dem Irrtum als ungeplanter Abweichung vom Erwarteten und, damit verbunden, dem kreativen und produktiven Potenzial in seiner literarischen und poetologischen Gestaltung nach. Mit Beiträgen von Frederike Felcht, Henrike Fürstenberg, Hanna Eglinger, Joachim Grage, Dag Heede, Unni Langås, Patrick Ledderose, Stig Olsen, Clemens Räthel, Joachim Schiedermair, Antje Wischmann und Erik Zillen.
- Document LIN Search class: ['lit'], ['lin']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1649263589.jsonld | Advances in Cryptology — ASIACRYPT 2001 : 7th International Conference on the Theory and Application of Cryptology and Information Security Gold Coast, Australia, December 9–13, 2001 Proceedings | This book constitutes the refereed proceedings of the 7th International Conference on the Theory and Application of Cryptology and Information Security, ASIACRYPT 2001, held in Gold Coast, Australia in December 2001. The 33 revised full papers presented together with an invited paper were carefully reviewed and selected from 153 submissions. The papers are organized in topical sections on lattice based cryptography, human identification, practical public key cryptography, cryptography based on coding theory, block ciphers, provable security, threshold cryptography, two-party protocols, zero knowledge, cryptographic building blocks, elliptic curve cryptography, and anonymity | [
"['inf']",
"['elt']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Advances in Cryptology — ASIACRYPT 2001 : 7th International Conference on the Theory and Application of Cryptology and Information Security Gold Coast, Australia, December 9–13, 2001 Proceedings
- Document Abstract: This book constitutes the refereed proceedings of the 7th International Conference on the Theory and Application of Cryptology and Information Security, ASIACRYPT 2001, held in Gold Coast, Australia in December 2001. The 33 revised full papers presented together with an invited paper were carefully reviewed and selected from 153 submissions. The papers are organized in topical sections on lattice based cryptography, human identification, practical public key cryptography, cryptography based on coding theory, block ciphers, provable security, threshold cryptography, two-party protocols, zero knowledge, cryptographic building blocks, elliptic curve cryptography, and anonymity
- Document LIN Search class: ['inf'], ['elt']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A608551872.jsonld | Haptic and audio interaction design : 4th international conference, HAID 2009 Dresden, Germany, September 10-11, 2009 ; proceedings | Haptic communication and perception -- Navigation and guidance -- Visual impairment -- Vibrotactile feedback and music -- Multimodal user interfaces: design and evaluation -- Multimodal gaming | [
"['inf']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Haptic and audio interaction design : 4th international conference, HAID 2009 Dresden, Germany, September 10-11, 2009 ; proceedings
- Document Abstract: Haptic communication and perception -- Navigation and guidance -- Visual impairment -- Vibrotactile feedback and music -- Multimodal user interfaces: design and evaluation -- Multimodal gaming
- Document LIN Search class: ['inf']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1649268939.jsonld | Component Deployment : IFIP/ACM Working Conference, CD 2002 Berlin, Germany, June 20–21, 2002 Proceedings | This book constitutes the refereed proceedings of the IFIP/ACM Working Conference on Component Deployment, CD 2002, held in Berlin, Germany, in June 2002.The 13 revised full papers and 6 short papers presented were carefully reviewed and selected from 43 submissions. The papers are organized in topical sections on resource constraint systems, reconfiguration and evolution, success and challenges in component deployment, languages for adaptable components, and mechanisms for adaptation and connection | [
"['inf']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Component Deployment : IFIP/ACM Working Conference, CD 2002 Berlin, Germany, June 20–21, 2002 Proceedings
- Document Abstract: This book constitutes the refereed proceedings of the IFIP/ACM Working Conference on Component Deployment, CD 2002, held in Berlin, Germany, in June 2002.The 13 revised full papers and 6 short papers presented were carefully reviewed and selected from 43 submissions. The papers are organized in topical sections on resource constraint systems, reconfiguration and evolution, success and challenges in component deployment, languages for adaptable components, and mechanisms for adaptation and connection
- Document LIN Search class: ['inf']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A792385764.jsonld | Recent advances in corpus linguistics : developing and exploiting corpora | This book is a selection of studies presented at the 33rd International Conference of the International Computer Archive of Modern and Medieval English (ICAME), hosted by the University of Leuven (30 May - 3 June 2012). The strictly refereed and extensively revised contributions collected here represent recent advances in corpus linguistics, both in the development of specialist corpora and in ways of exploiting them for specific purposes. The first part focuses on "Corpus development and corpus interrogation" and features papers on the compilation of new, highly specialized corpora which aim to fill gaps in historical databases, and on new ways of extracting relevant patterns automatically from computerized datasets. The second part, devoted to "Specialist corpora", presents detailed descriptive studies on grammatical patterns in World Englishes, on neology, and - using a contrastive approach - on prepositions and cohesive conjunctions. The third and final part on "Second language acquisition" groups together studies situated at the intersection of corpus linguistics and educational linguistics and dealing with markers of relevance and lesser relevance in lectures, deceptive cognates, the automatic annotation of native and non-native uses of demonstrative this and that, and measuring learners' progress in speech and in writing. Each contribution in its own way reports on novel ways of getting mileage out of specialist corpora, and collectively the contributions attest to the rude health of computerized corpus linguistic studies. | [
"['lin']",
"['lit']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Recent advances in corpus linguistics : developing and exploiting corpora
- Document Abstract: This book is a selection of studies presented at the 33rd International Conference of the International Computer Archive of Modern and Medieval English (ICAME), hosted by the University of Leuven (30 May - 3 June 2012). The strictly refereed and extensively revised contributions collected here represent recent advances in corpus linguistics, both in the development of specialist corpora and in ways of exploiting them for specific purposes. The first part focuses on "Corpus development and corpus interrogation" and features papers on the compilation of new, highly specialized corpora which aim to fill gaps in historical databases, and on new ways of extracting relevant patterns automatically from computerized datasets. The second part, devoted to "Specialist corpora", presents detailed descriptive studies on grammatical patterns in World Englishes, on neology, and - using a contrastive approach - on prepositions and cohesive conjunctions. The third and final part on "Second language acquisition" groups together studies situated at the intersection of corpus linguistics and educational linguistics and dealing with markers of relevance and lesser relevance in lectures, deceptive cognates, the automatic annotation of native and non-native uses of demonstrative this and that, and measuring learners' progress in speech and in writing. Each contribution in its own way reports on novel ways of getting mileage out of specialist corpora, and collectively the contributions attest to the rude health of computerized corpus linguistic studies.
- Document LIN Search class: ['lin'], ['lit']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A831859067.jsonld | Sprachwissenschaft im Fokus : Positionsbestimmungen und Perspektiven ; [50. Jahrestagung des Instituts für Deutsche Sprache, Mannheim 11. - 13. März 2014] | The contributions of this volume, celebrating the 50th anniversary of Institut für deutsche Sprache, discuss current trends in grammar research and grammaticography, lexicology and lexicography, spoken language research, as well as corpus and computer linguistics. In addition, they provide an overview of the current status of linguistic research and possible new fields of investigation. | [
"['lin']",
"['rest']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Sprachwissenschaft im Fokus : Positionsbestimmungen und Perspektiven ; [50. Jahrestagung des Instituts für Deutsche Sprache, Mannheim 11. - 13. März 2014]
- Document Abstract: The contributions of this volume, celebrating the 50th anniversary of Institut für deutsche Sprache, discuss current trends in grammar research and grammaticography, lexicology and lexicography, spoken language research, as well as corpus and computer linguistics. In addition, they provide an overview of the current status of linguistic research and possible new fields of investigation.
- Document LIN Search class: ['lin'], ['rest']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A798239786.jsonld | Photography and architecture in the modern age : [on the occassion of the exhibition "Constructing Worlds: Photography and architecture in the modern age", ... Barbican art gallery, London, 25 September 2014-11 January 2015 ; Swedish centre for architecture and design, Stockholm, 20 February-17 May 2015] | Architecture has long been a subject matter for photographers, who utilize the medium not just to document the built world, but also to reveal wider truths about society. This book features chapters devoted to various artists - among them, Berenice Abbott, Walker Evans, Ed Ruscha, Bernd and Hilla Becher, Andreas Gursky and Iwan Baan - and includes 220 color and duotone images. Each chapter opens with a text introducing the artists; work, followed by reproductions of their photographs. Arranged chronologically, the book documents the birth of the skyscraper against the backdrop of the Great Depression; the rise of the modernist tradition in America, post-colonial Africa, and India; the effects of industry on 1960s Europe; the increasing suburbanization of America and Europe; and the consequences of today's mass urbanization in Asia, the Middle East, and South America. Far-reaching and penetrating, this volume reflects on the ongoing dialogue between photography and architecture | [
"['pae']",
"['rest']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Photography and architecture in the modern age : [on the occassion of the exhibition "Constructing Worlds: Photography and architecture in the modern age", ... Barbican art gallery, London, 25 September 2014-11 January 2015 ; Swedish centre for architecture and design, Stockholm, 20 February-17 May 2015]
- Document Abstract: Architecture has long been a subject matter for photographers, who utilize the medium not just to document the built world, but also to reveal wider truths about society. This book features chapters devoted to various artists - among them, Berenice Abbott, Walker Evans, Ed Ruscha, Bernd and Hilla Becher, Andreas Gursky and Iwan Baan - and includes 220 color and duotone images. Each chapter opens with a text introducing the artists; work, followed by reproductions of their photographs. Arranged chronologically, the book documents the birth of the skyscraper against the backdrop of the Great Depression; the rise of the modernist tradition in America, post-colonial Africa, and India; the effects of industry on 1960s Europe; the increasing suburbanization of America and Europe; and the consequences of today's mass urbanization in Asia, the Middle East, and South America. Far-reaching and penetrating, this volume reflects on the ongoing dialogue between photography and architecture
- Document LIN Search class: ['pae'], ['rest']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A600097730.jsonld | Phonological domains : universals and deviations ; [workshop Siegen, 2007] | List of contributors -- Acknowledgements -- Prosodic phonology: an appraisal / Janet Grijzenhout and Barış Kabak -- Part 1. Prosodic hierarchy and the nature of prosodic constituents: the status of the clitic group / Irene Vogel -- The distribution of phonological word domains: A probabilistic typology / Balthasar Bickel, Kristine A. Hildebrandt, and René Schiering -- Part 2. Adjunction, Recursion, and the Nature of Syntax-Phonology Mapping: Phrase-level and word-level syllables: Resyllabification and prosodization of clitics / Anna Cardinaletti and Lori Repetti -- An interface approach to prosodic word recursion / Barış̦ Kabak and Anthi Revithiadou -- The extended prosodic word / Junko Ito and Armin Mester -- Multiple spell-out, assembly problem, and syntax-phonology mapping / Yoshihito Dobashi -- The role of Weight-by-Position in the prosodic development of Spanish and German / Conxita Lleó and Javier Arias -- Decomposition of question intonation: The structure of response seeking utterances / Asli Göksel, Meltem Kelepir, and Asli Üntak-Tarhan -- Phonological domains in Modern Icelandic / Kristján Árnason -- Two phonologies / Harry van der Hulst | [
"['lin']",
"['lit']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Phonological domains : universals and deviations ; [workshop Siegen, 2007]
- Document Abstract: List of contributors -- Acknowledgements -- Prosodic phonology: an appraisal / Janet Grijzenhout and Barış Kabak -- Part 1. Prosodic hierarchy and the nature of prosodic constituents: the status of the clitic group / Irene Vogel -- The distribution of phonological word domains: A probabilistic typology / Balthasar Bickel, Kristine A. Hildebrandt, and René Schiering -- Part 2. Adjunction, Recursion, and the Nature of Syntax-Phonology Mapping: Phrase-level and word-level syllables: Resyllabification and prosodization of clitics / Anna Cardinaletti and Lori Repetti -- An interface approach to prosodic word recursion / Barış̦ Kabak and Anthi Revithiadou -- The extended prosodic word / Junko Ito and Armin Mester -- Multiple spell-out, assembly problem, and syntax-phonology mapping / Yoshihito Dobashi -- The role of Weight-by-Position in the prosodic development of Spanish and German / Conxita Lleó and Javier Arias -- Decomposition of question intonation: The structure of response seeking utterances / Asli Göksel, Meltem Kelepir, and Asli Üntak-Tarhan -- Phonological domains in Modern Icelandic / Kristján Árnason -- Two phonologies / Harry van der Hulst
- Document LIN Search class: ['lin'], ['lit']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A71704565X.jsonld | IFP-CNR -Chalmers Workshop on Nonlinear Phenomena in Fusion Plasmas : Villa Monastero, Varenna, Italy, 8 - 10 June 2011 | "These papers would be of interest to anyone working on magnetic confinement, both in fusion and astrophysical contexts. In particular the statistical physics aspects are important and these have here been put into a framework directly applicable to magnetic confinement of plasma. The workshop focused on nonlinear phenomena in magnetized plasmas, mainly tokamaks but also with application to the dipole configuration. Both global stability (MHD) and transport were considered. The problems studied were generally very fundamental and can be seen as the theory behind most up to date work on magnetic confinement"--Publisher's Web site | [
"['phy']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: IFP-CNR -Chalmers Workshop on Nonlinear Phenomena in Fusion Plasmas : Villa Monastero, Varenna, Italy, 8 - 10 June 2011
- Document Abstract: "These papers would be of interest to anyone working on magnetic confinement, both in fusion and astrophysical contexts. In particular the statistical physics aspects are important and these have here been put into a framework directly applicable to magnetic confinement of plasma. The workshop focused on nonlinear phenomena in magnetized plasmas, mainly tokamaks but also with application to the dipole configuration. Both global stability (MHD) and transport were considered. The problems studied were generally very fundamental and can be seen as the theory behind most up to date work on magnetic confinement"--Publisher's Web site
- Document LIN Search class: ['phy']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1015634540.jsonld | Macht:Denken : substantialistische und relationalistische Theorien - eine Kontroverse | The phenomenon of power must be seen from an integral perspective that unites an approach of classic and contemporary theories about power Das Verhältnis von klassischen und modernen Theorien der Macht wird gemeinhin kontradiktorisch gedacht: entweder aus dem Glauben, beide Theorien würden sich systematisch ausschließen, oder basierend auf der Annahme, die modernen Machttheorien à la Michel Foucault hätten die klassischen abgelöst. Das Phänomen der Macht aus einem wechselseitigen Verhältnis beider Ansätze zueinander zu begreifen, ist bisher ein Desiderat in der Forschung. Der Band wirft einen neuen Blick auf die Macht, indem er Beiträge zur Vermittlung beider Ansätze versammelt. Nicht nur wissenschaftliche, sondern auch künstlerische Beiträge machen das Phänomen aus einer ganzheitlichen Perspektive heraus zugänglich. | [
"['sow']",
"['phi']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Macht:Denken : substantialistische und relationalistische Theorien - eine Kontroverse
- Document Abstract: The phenomenon of power must be seen from an integral perspective that unites an approach of classic and contemporary theories about power Das Verhältnis von klassischen und modernen Theorien der Macht wird gemeinhin kontradiktorisch gedacht: entweder aus dem Glauben, beide Theorien würden sich systematisch ausschließen, oder basierend auf der Annahme, die modernen Machttheorien à la Michel Foucault hätten die klassischen abgelöst. Das Phänomen der Macht aus einem wechselseitigen Verhältnis beider Ansätze zueinander zu begreifen, ist bisher ein Desiderat in der Forschung. Der Band wirft einen neuen Blick auf die Macht, indem er Beiträge zur Vermittlung beider Ansätze versammelt. Nicht nur wissenschaftliche, sondern auch künstlerische Beiträge machen das Phänomen aus einer ganzheitlichen Perspektive heraus zugänglich.
- Document LIN Search class: ['sow'], ['phi']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1852321504.jsonld | Design, operation and evaluation of mobile communications : 4th international conference, MOBILE 2023 : held as part of the 25th HCI international conference, HCII 2023, Copenhagen, Denmark, July 23-28, 2023 : proceedings | This book constitutes the refereed proceedings of the 4th International Conference on Design, Operation and Evaluation of Mobile Communications, MOBILE 2023, held as part of the 25th International Conference, HCI International 2023, which was held in Copenhagen, Denmark, during July 23-28, 2022. The total of 1578 papers and 396 posters included in the HCII 2022 proceedings was carefully reviewed and selected from 7472 submissions. The MOBILE 2023 proceedings were organized in the following topical sections: Mobile User Experience and Interaction Design; Design and Evaluation of Voice User Interfaces and Conversational AI; and Mobile Information Systems in Education, Healthcare, eCommerce and Beyond | [
"['inf']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Design, operation and evaluation of mobile communications : 4th international conference, MOBILE 2023 : held as part of the 25th HCI international conference, HCII 2023, Copenhagen, Denmark, July 23-28, 2023 : proceedings
- Document Abstract: This book constitutes the refereed proceedings of the 4th International Conference on Design, Operation and Evaluation of Mobile Communications, MOBILE 2023, held as part of the 25th International Conference, HCI International 2023, which was held in Copenhagen, Denmark, during July 23-28, 2022. The total of 1578 papers and 396 posters included in the HCII 2022 proceedings was carefully reviewed and selected from 7472 submissions. The MOBILE 2023 proceedings were organized in the following topical sections: Mobile User Experience and Interaction Design; Design and Evaluation of Voice User Interfaces and Conversational AI; and Mobile Information Systems in Education, Healthcare, eCommerce and Beyond
- Document LIN Search class: ['inf']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1620347571.jsonld | Political space in pre-industrial Europe | Part I. Political sites -- Representing political space at a political site : the imperial diets of the sixteenth century / Henry J. Cohn -- The princely court and political space in early modern Europe / Ronald G. Asch -- Drinking houses and the politics of surveillance in pre-industrial Southampton / James R. Brown -- Politics, clubs and social space in pre-industrial Europe / Peter Clark -- Political spaces and parliamentary enclosure in an upland context : Cumbria c. 1760-1840 / Ian D. Whyte -- Part II. Spatial politics -- Political and geographical space : the geopolitics of medieval England / Christine Carpenter -- Social space and urban conflict : unrest in the German imperial city of Esslingen am Neckar / Alexander Schlaak -- The spatial dynamics of parish politics : topographies of tension in English communities, c. 1350-1640 / Steve Hindle and Beat Kümin -- Petitioning places and the credibility of opinion in the public sphere in seventeenth-century England / David Zaret -- Which Switzerland? : contrasting conceptions of the early modern Swiss confederation in European minds and maps / Andreas Würgler -- Outwitting power : bogus kings and officials in early modern England / Tobias B. Hug -- Part III. Outlook -- Comment from a historical perspective / Bernard Capp -- Spaces in theory, spaces in history and spatial historiographies / Mike Crang | [
"['his']",
"['sow']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Political space in pre-industrial Europe
- Document Abstract: Part I. Political sites -- Representing political space at a political site : the imperial diets of the sixteenth century / Henry J. Cohn -- The princely court and political space in early modern Europe / Ronald G. Asch -- Drinking houses and the politics of surveillance in pre-industrial Southampton / James R. Brown -- Politics, clubs and social space in pre-industrial Europe / Peter Clark -- Political spaces and parliamentary enclosure in an upland context : Cumbria c. 1760-1840 / Ian D. Whyte -- Part II. Spatial politics -- Political and geographical space : the geopolitics of medieval England / Christine Carpenter -- Social space and urban conflict : unrest in the German imperial city of Esslingen am Neckar / Alexander Schlaak -- The spatial dynamics of parish politics : topographies of tension in English communities, c. 1350-1640 / Steve Hindle and Beat Kümin -- Petitioning places and the credibility of opinion in the public sphere in seventeenth-century England / David Zaret -- Which Switzerland? : contrasting conceptions of the early modern Swiss confederation in European minds and maps / Andreas Würgler -- Outwitting power : bogus kings and officials in early modern England / Tobias B. Hug -- Part III. Outlook -- Comment from a historical perspective / Bernard Capp -- Spaces in theory, spaces in history and spatial historiographies / Mike Crang
- Document LIN Search class: ['his'], ['sow']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1649259395.jsonld | Advances in Artificial Life : 6th European Conference, ECAL 2001 Prague, Czech Republic, September 10–14, 2001 Proceedings | This book constitutes the refereed proceedings of the 6th European Conference on Artificial Life, ECAL 2001, held in Prague, Czech Republic, in September 2001.The 54 revised papers and 25 posters presented together with five invited papers were carefully reviewed and selected from numerous submissions. The book reflects the state of the art in ALife. It is divided into topical sections on agents in environments; artificial chemistry; cellular and neural systems; collaborative systems; evolution; robotics; vision, visualization, language, and communication; and miscellaneous | [
"['inf']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Advances in Artificial Life : 6th European Conference, ECAL 2001 Prague, Czech Republic, September 10–14, 2001 Proceedings
- Document Abstract: This book constitutes the refereed proceedings of the 6th European Conference on Artificial Life, ECAL 2001, held in Prague, Czech Republic, in September 2001.The 54 revised papers and 25 posters presented together with five invited papers were carefully reviewed and selected from numerous submissions. The book reflects the state of the art in ALife. It is divided into topical sections on agents in environments; artificial chemistry; cellular and neural systems; collaborative systems; evolution; robotics; vision, visualization, language, and communication; and miscellaneous
- Document LIN Search class: ['inf']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A793147646.jsonld | Proceedings of the 32nd IMAC, a Conference and Exposition on Structural Dynamics, 2014 : [held in Orlando, Florida, February 3-6, 2014] / [SEM] ; Vol. 4: Dynamics of civil structures | This critical collection examines a range of the dynamics of civil structures, from dynamic testing of civil structures to bridge structures to operational modal analysis. | [
"['bau']",
"['phy']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Proceedings of the 32nd IMAC, a Conference and Exposition on Structural Dynamics, 2014 : [held in Orlando, Florida, February 3-6, 2014] / [SEM] ; Vol. 4: Dynamics of civil structures
- Document Abstract: This critical collection examines a range of the dynamics of civil structures, from dynamic testing of civil structures to bridge structures to operational modal analysis.
- Document LIN Search class: ['bau'], ['phy']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1655251465.jsonld | Numerical Solution of Nonlinear Equations : Proceedings, Bremen 1980 | A survey of homotopy methods for smooth mappings -- Discrete correction methods for operator equations -- A duffing equation with more than 20 branch points -- Einschliessungssätze für Fixpunkte -- A numerically stable update for simplicial algorithms -- Numerical integration of the Davidenko equation -- Fixpunktprinzipien und Freie Randwertaufgaben -- A derivative-free arc continuation method and a bifurcation technique -- An introduction to variable dimension algorithms for solving systems of equations -- Labelling rules and orientation: On Sperner's lemma and brouwer degree -- On the numerical solution of contact problems -- Positive and spurious solutions of nonlinear eigenvalue problems -- Change of structure and chaos for solutions of (t) = ?f(x(t?1)) -- Chaotic mappings on S1 periods one, two, three imply chaos on S1 -- An algorithm for ultrasonic tomography based on inversion of the Helmholtz equation -- On the numerical approximation of secondary bifurcation problems -- Some improvements of classical iterative methods for the solution of nonlinear equations. | [
"['mat']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Numerical Solution of Nonlinear Equations : Proceedings, Bremen 1980
- Document Abstract: A survey of homotopy methods for smooth mappings -- Discrete correction methods for operator equations -- A duffing equation with more than 20 branch points -- Einschliessungssätze für Fixpunkte -- A numerically stable update for simplicial algorithms -- Numerical integration of the Davidenko equation -- Fixpunktprinzipien und Freie Randwertaufgaben -- A derivative-free arc continuation method and a bifurcation technique -- An introduction to variable dimension algorithms for solving systems of equations -- Labelling rules and orientation: On Sperner's lemma and brouwer degree -- On the numerical solution of contact problems -- Positive and spurious solutions of nonlinear eigenvalue problems -- Change of structure and chaos for solutions of (t) = ?f(x(t?1)) -- Chaotic mappings on S1 periods one, two, three imply chaos on S1 -- An algorithm for ultrasonic tomography based on inversion of the Helmholtz equation -- On the numerical approximation of secondary bifurcation problems -- Some improvements of classical iterative methods for the solution of nonlinear equations.
- Document LIN Search class: ['mat']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1852235101.jsonld | HCI International 2023 posters / Constantine Stephanidis, Margherita Antona, Stavroula Ntoa, Gavriel Salvendy ; Part 3 | The five-volume set CCIS 1832-1836 contains the extended abstracts of the posters presented during the 25th International Conference on Human-Computer Interaction, HCII 2023, which was held as a hybrid event in Copenhagen, Denmark, in July 2023. The total of 1578 papers and 396 posters included in the 47 HCII 2023 proceedings volumes were carefully reviewed and selected from the 7472 contributions.The posters presented in these five volumes are organized in topical sections as follows: Part I: HCI Design: Theoretical Approaches, Methods and Case Studies; Multimodality and Novel Interaction Techniques and Devices; Perception and Cognition in Interaction; Ethics, Transparency and Trust in HCI; User Experience and Technology Acceptance Studies.Part II: Supporting Health, Psychological Wellbeing, and Fitness; Design for All, Accessibility and Rehabilitation Technologies; Interactive Technologies for the Aging Population.Part III: Interacting with Data, Information and Knowledge; Learning and Training Technologies; Interacting with Cultural Heritage and Art.Part IV: Social Media: Design, User Experiences and Content Analysis; Advances in eGovernment Services; eCommerce, Mobile Commerce and Digital Marketing: Design and Customer Behavior; Designing and Developing Intelligent Green Environments; (Smart) Product Design.Part V: Driving Support and Experiences in Automated Vehicles; eXtended Reality: Design, Interaction Techniques, User Experience and Novel Applications; Applications of AI Technologies in HCI | [
"['inf']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: HCI International 2023 posters / Constantine Stephanidis, Margherita Antona, Stavroula Ntoa, Gavriel Salvendy ; Part 3
- Document Abstract: The five-volume set CCIS 1832-1836 contains the extended abstracts of the posters presented during the 25th International Conference on Human-Computer Interaction, HCII 2023, which was held as a hybrid event in Copenhagen, Denmark, in July 2023. The total of 1578 papers and 396 posters included in the 47 HCII 2023 proceedings volumes were carefully reviewed and selected from the 7472 contributions.The posters presented in these five volumes are organized in topical sections as follows: Part I: HCI Design: Theoretical Approaches, Methods and Case Studies; Multimodality and Novel Interaction Techniques and Devices; Perception and Cognition in Interaction; Ethics, Transparency and Trust in HCI; User Experience and Technology Acceptance Studies.Part II: Supporting Health, Psychological Wellbeing, and Fitness; Design for All, Accessibility and Rehabilitation Technologies; Interactive Technologies for the Aging Population.Part III: Interacting with Data, Information and Knowledge; Learning and Training Technologies; Interacting with Cultural Heritage and Art.Part IV: Social Media: Design, User Experiences and Content Analysis; Advances in eGovernment Services; eCommerce, Mobile Commerce and Digital Marketing: Design and Customer Behavior; Designing and Developing Intelligent Green Environments; (Smart) Product Design.Part V: Driving Support and Experiences in Automated Vehicles; eXtended Reality: Design, Interaction Techniques, User Experience and Novel Applications; Applications of AI Technologies in HCI
- Document LIN Search class: ['inf']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1028695284.jsonld | Reflexive Responsibilisierung : Verantwortung für nachhaltige Entwicklung | By using the term of responsibilization, this book poses the question about the attribution of responsibility and discusses the options and limitations of individual and collective responsibility for sustainable development Nachhaltigkeit gilt als erstrebenswertes gesellschaftliches Ziel. Doch wie der Weg in eine nachhaltige Zukunft aussehen soll, ist umstritten. Als spannungsvoll erweist sich nicht nur das Verhältnis zwischen den verschiedenen politischen Steuerungskonzepten und wissenschaftlichen Modellbildungen. Auch die Frage, wer im Zusammenspiel aus Politik, Wissenschaft, Wirtschaft und Zivilgesellschaft für eine nachhaltigkeitsorientierte Transformation der Gesellschaft zuständig ist, wirft Kontroversen auf. Der Band rückt mit dem Begriff der Responsibilisierung die Frage nach der Zuschreibung von Verantwortung in den Mittelpunkt und diskutiert die Möglichkeiten und Grenzen individueller und kollektiver Verantwortung für nachhaltige Entwicklung | [
"['jur']",
"['sow']",
"['oek']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Reflexive Responsibilisierung : Verantwortung für nachhaltige Entwicklung
- Document Abstract: By using the term of responsibilization, this book poses the question about the attribution of responsibility and discusses the options and limitations of individual and collective responsibility for sustainable development Nachhaltigkeit gilt als erstrebenswertes gesellschaftliches Ziel. Doch wie der Weg in eine nachhaltige Zukunft aussehen soll, ist umstritten. Als spannungsvoll erweist sich nicht nur das Verhältnis zwischen den verschiedenen politischen Steuerungskonzepten und wissenschaftlichen Modellbildungen. Auch die Frage, wer im Zusammenspiel aus Politik, Wissenschaft, Wirtschaft und Zivilgesellschaft für eine nachhaltigkeitsorientierte Transformation der Gesellschaft zuständig ist, wirft Kontroversen auf. Der Band rückt mit dem Begriff der Responsibilisierung die Frage nach der Zuschreibung von Verantwortung in den Mittelpunkt und diskutiert die Möglichkeiten und Grenzen individueller und kollektiver Verantwortung für nachhaltige Entwicklung
- Document LIN Search class: ['jur'], ['sow'], ['oek']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A715919245.jsonld | Property markets and financial stability : proceedings of a joint workshop organised by the BIS and the Monetary Authority of Singapore in Singapore on 5 September 2011 | The Bank for International Settlements (BIS) and the Monetary Authority of Singapore (MAS) jointly organised a workshop on property markets and financial stability in Singapore on 5 September 2011. The workshop aimed to bring together academics and researchers at central banks, regulatory agencies and international organisations to present and discuss ongoing theoretical and empirical work in the field. In response to their call for papers, the organisers received 67 submissions from central banks, public agencies, international organisations and academic institutions. From these, a paper selection committee comprising staff of the BIS, the MAS and academia chose seven papers organised around the following four themes: (1) lessons from the crisis; (2) house price assessment; (3) housing booms and busts; and (4) property, credit and markets. | [
"['oek']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Property markets and financial stability : proceedings of a joint workshop organised by the BIS and the Monetary Authority of Singapore in Singapore on 5 September 2011
- Document Abstract: The Bank for International Settlements (BIS) and the Monetary Authority of Singapore (MAS) jointly organised a workshop on property markets and financial stability in Singapore on 5 September 2011. The workshop aimed to bring together academics and researchers at central banks, regulatory agencies and international organisations to present and discuss ongoing theoretical and empirical work in the field. In response to their call for papers, the organisers received 67 submissions from central banks, public agencies, international organisations and academic institutions. From these, a paper selection committee comprising staff of the BIS, the MAS and academia chose seven papers organised around the following four themes: (1) lessons from the crisis; (2) house price assessment; (3) housing booms and busts; and (4) property, credit and markets.
- Document LIN Search class: ['oek']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A748835466.jsonld | South American camelids research : volume 2 ; [Second International Symposium of South American Camelids Research organized in the city of Arequipa, Perú ; 4th International Seminar of South American Camelids ; contributions] | South American camelids (Llamas, Alpacas, Vicuñas and Guanacos) are receiving increased interest not only in South America but also on a worldwide scale. They possess some unique features such as their fine fibre and healthy meat, and their high adaptivity to many climatic regions across the world. Apart from the important productive aspects, their physical attractiveness and friendly temperament also makes them popular as pet animals. There are still many gaps in the scientific literature with regard to South American camelids. In part, this gap can be diminished by this collection of papers which brings the experience of both European and South American researchers working together.The main themes considered in this book are the following: nutrition and feeding, meat production and the meat market, ecology, fibre production and the fibre market, animal breeding, animal health and pathology and socio-economical aspects. The particular advantages of South American camelids for the sustainable use of fragile ecosystems with native pastures are also outlined.'South American camelids research' is aimed at scientists and animal breeders as well as students studying veterinary, animal and applied biological sciences. It can be of further reference to farmers and traders of fibre and meat products. Please note that most articles are written in Spanish | [
"['rest']",
"['hor']",
"['bio']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: South American camelids research : volume 2 ; [Second International Symposium of South American Camelids Research organized in the city of Arequipa, Perú ; 4th International Seminar of South American Camelids ; contributions]
- Document Abstract: South American camelids (Llamas, Alpacas, Vicuñas and Guanacos) are receiving increased interest not only in South America but also on a worldwide scale. They possess some unique features such as their fine fibre and healthy meat, and their high adaptivity to many climatic regions across the world. Apart from the important productive aspects, their physical attractiveness and friendly temperament also makes them popular as pet animals. There are still many gaps in the scientific literature with regard to South American camelids. In part, this gap can be diminished by this collection of papers which brings the experience of both European and South American researchers working together.The main themes considered in this book are the following: nutrition and feeding, meat production and the meat market, ecology, fibre production and the fibre market, animal breeding, animal health and pathology and socio-economical aspects. The particular advantages of South American camelids for the sustainable use of fragile ecosystems with native pastures are also outlined.'South American camelids research' is aimed at scientists and animal breeders as well as students studying veterinary, animal and applied biological sciences. It can be of further reference to farmers and traders of fibre and meat products. Please note that most articles are written in Spanish
- Document LIN Search class: ['rest'], ['hor'], ['bio']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1025104005.jsonld | A new nationalist Europe under Hitler : concepts of Europe and transnational networks in the National Socialist sphere of influence, 1933-1945 | "Volksgruppen Rights" versus "Minorities Protections": the evolution of German and Austrian political order paradigms from the 1920s to 1945 / Ulrich Prehn -- Speaking Nazi-European: the semantic and conceptual formation of the National Socialist "New Europe" / Johannes Dafinger -- From the Greater German Reich to the Greater Germanic Reich: Arthur Seyss-Inquart and the racial reshaping of Europe / Johannes Koll -- Nazi plans for a new European order and European responses / Tim Kirk -- Hispanidad in the völkisch "New Order" of Europe (1933-1945) / Marició Janué i Miret -- Portugal, Salazar and the Nazi "New Order" in Europe / Cláudia Ninhos -- Controlling agriculture in Greece (1935-1944): land exploitation, peasant mobilization, and big science / Maria Zarifi -- "Population pressure" and development models for Southeastern Europe: interactions between German and Southeastern European economists, 1930-1945 / Ian Innerhofer -- Educating the "Intellectual Army" of the "New Europe": foreign students and academic exchange in Nazi Germany / Holger Impekoven -- Film axis and film Europe: German-Japanese and German-Italian cooperation in the film industry from 1933 to 1945 / Silvia Hofheinz -- Building a new Europe on the back of "German" science: Völkisch ideologies and imperialistic visions at the Academy of Sciences in Vienna / Felicitas Seebacher -- Völkisch ideology within the Central European Economic Conference (Mitteleuropäischer Wirtschaftstag) / Markus Wien -- When ends become means: post-war planning and the exigencies of war in the discussion about a new economic order in Europe (1939-1945) / Raimund Bauer -- "The Anti-Semite internationale": the exporting of anti-Jewish scholarship and propaganda by the Third Reich / Dirk Rupnow -- Heralds of a new order: Mussolini, Hitler and the purging of Europe / Patrick Bernhard "Nazis, fascists and völkisch conservatives in different European countries not only cooperated internationally in the fields of culture, science, economy, and persecution of Jews, but also developed ideas for a racist and ethno-nationalist Europe under Hitler. The present volume attempts to combine an analysis of Nazi Germany's transnational relations with an evaluation of the discourse that accompanied these relations"-- | [
"['his']",
"['sow']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: A new nationalist Europe under Hitler : concepts of Europe and transnational networks in the National Socialist sphere of influence, 1933-1945
- Document Abstract: "Volksgruppen Rights" versus "Minorities Protections": the evolution of German and Austrian political order paradigms from the 1920s to 1945 / Ulrich Prehn -- Speaking Nazi-European: the semantic and conceptual formation of the National Socialist "New Europe" / Johannes Dafinger -- From the Greater German Reich to the Greater Germanic Reich: Arthur Seyss-Inquart and the racial reshaping of Europe / Johannes Koll -- Nazi plans for a new European order and European responses / Tim Kirk -- Hispanidad in the völkisch "New Order" of Europe (1933-1945) / Marició Janué i Miret -- Portugal, Salazar and the Nazi "New Order" in Europe / Cláudia Ninhos -- Controlling agriculture in Greece (1935-1944): land exploitation, peasant mobilization, and big science / Maria Zarifi -- "Population pressure" and development models for Southeastern Europe: interactions between German and Southeastern European economists, 1930-1945 / Ian Innerhofer -- Educating the "Intellectual Army" of the "New Europe": foreign students and academic exchange in Nazi Germany / Holger Impekoven -- Film axis and film Europe: German-Japanese and German-Italian cooperation in the film industry from 1933 to 1945 / Silvia Hofheinz -- Building a new Europe on the back of "German" science: Völkisch ideologies and imperialistic visions at the Academy of Sciences in Vienna / Felicitas Seebacher -- Völkisch ideology within the Central European Economic Conference (Mitteleuropäischer Wirtschaftstag) / Markus Wien -- When ends become means: post-war planning and the exigencies of war in the discussion about a new economic order in Europe (1939-1945) / Raimund Bauer -- "The Anti-Semite internationale": the exporting of anti-Jewish scholarship and propaganda by the Third Reich / Dirk Rupnow -- Heralds of a new order: Mussolini, Hitler and the purging of Europe / Patrick Bernhard "Nazis, fascists and völkisch conservatives in different European countries not only cooperated internationally in the fields of culture, science, economy, and persecution of Jews, but also developed ideas for a racist and ethno-nationalist Europe under Hitler. The present volume attempts to combine an analysis of Nazi Germany's transnational relations with an evaluation of the discourse that accompanied these relations"--
- Document LIN Search class: ['his'], ['sow']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1655102508.jsonld | Victoria Symposium on Nonstandard Analysis : University of Victoria 1972 | An application of elementary model theory to topological boolean algebras -- Analytic sets in M(D) -- Boundary value theorems for meromorphic functions defined in the open unit disk -- A local inverse function theorem -- Nonstandard topological vector spaces -- A non-standard integration theory for unbounded functions -- Cardinality-dependent properties of topological spaces -- Enlargements contain various kinds of completions -- Semi-reflexivity of the nonstandard hulls of a locally convex space -- Invariance of the nonstandard hulls of a uniform space -- Models of arithmetic and the semi-ring of recursive functions -- Near periods and Bohr compactifications -- Monotone complete fields -- Quantum mechanics, quantum field theory and hyper-quantum mechanics -- Topos-theoretic factorization of non-standard extensions -- A nonstandard representation of Borel measures and ?-finite measures -- A note on continuity for robinson’s predistributions -- Field embeddings of generalized metric spaces -- Homeomorphism types of generalized metric spaces -- Conditional probabilities and uniform sets -- Omitting types in arithmetic and conservative extensions -- The strength of the Hahn-Banach theorem -- Enlarged sheaves -- A nonstandard characterization of mixed topologies -- Applications of fractional powers of delta functions -- Two topologies with the same monads -- A new variant of non-standard analysis. | [
"['mat']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Victoria Symposium on Nonstandard Analysis : University of Victoria 1972
- Document Abstract: An application of elementary model theory to topological boolean algebras -- Analytic sets in M(D) -- Boundary value theorems for meromorphic functions defined in the open unit disk -- A local inverse function theorem -- Nonstandard topological vector spaces -- A non-standard integration theory for unbounded functions -- Cardinality-dependent properties of topological spaces -- Enlargements contain various kinds of completions -- Semi-reflexivity of the nonstandard hulls of a locally convex space -- Invariance of the nonstandard hulls of a uniform space -- Models of arithmetic and the semi-ring of recursive functions -- Near periods and Bohr compactifications -- Monotone complete fields -- Quantum mechanics, quantum field theory and hyper-quantum mechanics -- Topos-theoretic factorization of non-standard extensions -- A nonstandard representation of Borel measures and ?-finite measures -- A note on continuity for robinson’s predistributions -- Field embeddings of generalized metric spaces -- Homeomorphism types of generalized metric spaces -- Conditional probabilities and uniform sets -- Omitting types in arithmetic and conservative extensions -- The strength of the Hahn-Banach theorem -- Enlarged sheaves -- A nonstandard characterization of mixed topologies -- Applications of fractional powers of delta functions -- Two topologies with the same monads -- A new variant of non-standard analysis.
- Document LIN Search class: ['mat']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A087061015.jsonld | The poor in England, 1700-1850 : an economy of makeshifts | List of tables; List of figures; Acknowledgements; 1 Introduction (Alannah Tomkins and Steven King); 2 'Not by bread only'? Common right, parish relief and endowed charity in a forest economy, c. 1600-1800 (Steve Hindle); 3 The economy of makeshifts and the role of the poor law: a game of chance? (Margaret Hanly); 4 'Agents in their own concerns'? Charity and the economy of makeshifts in eighteenth-century Britain (Sarah Lloyd); 5 Crime, criminal networks and the survival strategies of the poor in early eighteenth-century London (Heather Shore) This fascinating study investigates the experience of English poverty between 1700 and 1900 and in the ways in which the poor made ends meet. The phrase 'economy of makeshifts' has often been used to summarise the patchy, desperate and sometimes failing s Introduction Alannah Tomkins and Steven King -- 'Not by bread only'? Common right, parish relief and endowed charity in a forest economy, c. 1600-1800 Steve Hindle -- The economy of makeshifts and the role of the poor law: a game of chance? Margaret Hanly -- 'Agents in their own concerns'? Charity and the economy of makeshifts in eighteenth-century Britain Sarah Lloyd -- Crime, criminal networks and the survival strategies of the poor in early eighteenth-century London Heather Shore) | [
"['his']",
"['oek']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: The poor in England, 1700-1850 : an economy of makeshifts
- Document Abstract: List of tables; List of figures; Acknowledgements; 1 Introduction (Alannah Tomkins and Steven King); 2 'Not by bread only'? Common right, parish relief and endowed charity in a forest economy, c. 1600-1800 (Steve Hindle); 3 The economy of makeshifts and the role of the poor law: a game of chance? (Margaret Hanly); 4 'Agents in their own concerns'? Charity and the economy of makeshifts in eighteenth-century Britain (Sarah Lloyd); 5 Crime, criminal networks and the survival strategies of the poor in early eighteenth-century London (Heather Shore) This fascinating study investigates the experience of English poverty between 1700 and 1900 and in the ways in which the poor made ends meet. The phrase 'economy of makeshifts' has often been used to summarise the patchy, desperate and sometimes failing s Introduction Alannah Tomkins and Steven King -- 'Not by bread only'? Common right, parish relief and endowed charity in a forest economy, c. 1600-1800 Steve Hindle -- The economy of makeshifts and the role of the poor law: a game of chance? Margaret Hanly -- 'Agents in their own concerns'? Charity and the economy of makeshifts in eighteenth-century Britain Sarah Lloyd -- Crime, criminal networks and the survival strategies of the poor in early eighteenth-century London Heather Shore)
- Document LIN Search class: ['his'], ['oek']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A744953332.jsonld | E-Commerce and Web Technologies : 5th International Conference, EC-Web 2004, Zaragoza, Spain, August 31-September 3, 2004. Proceedings | This book constitutes the refereed proceedings of the 5th International Conference on Electronic Commerce and Web Technologies, EC-Web 2004, held in Zaragossa, Spain in August/September 2004. The 36 revised full papers presented were carefully reviewed and selected from 103 submissions. The papers are organized in topical sections on recommender systems, databases and EC applications, service-oriented e-commerce applications, electronic negotiation systems, security and trust in e-commerce techniques for b2b e-commerce, negotiation strategies and protocols, modeling of e-commerce applications, e-commerce intelligence, e-retailing and Website design, and digital rights management and EC strategies | [
"['oek']",
"['inf']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: E-Commerce and Web Technologies : 5th International Conference, EC-Web 2004, Zaragoza, Spain, August 31-September 3, 2004. Proceedings
- Document Abstract: This book constitutes the refereed proceedings of the 5th International Conference on Electronic Commerce and Web Technologies, EC-Web 2004, held in Zaragossa, Spain in August/September 2004. The 36 revised full papers presented were carefully reviewed and selected from 103 submissions. The papers are organized in topical sections on recommender systems, databases and EC applications, service-oriented e-commerce applications, electronic negotiation systems, security and trust in e-commerce techniques for b2b e-commerce, negotiation strategies and protocols, modeling of e-commerce applications, e-commerce intelligence, e-retailing and Website design, and digital rights management and EC strategies
- Document LIN Search class: ['oek'], ['inf']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A793060389.jsonld | The shadow of colonialism on Europe's modern past : [This volume arises from a conference entitled "Colonialism within Europe: fact or fancy?" held at National University of Ireland (NUI) , Galway in June 2012 ...] | "Scholars have generally assumed the objects of colonialism to have been non-European peoples, especially those living in Africa and Asia. Acknowledging the significance of current historiographical debates about different colonial experiences, this book breaks new ground in investigating the extent to which European peoples living in Europe were also subjected to colonialism. The image of the shadow, with its connotations of darkness, distortion, and elasticity, highlights the pervasive, yet uneven, influence of the ideologies and practices of colonialism across the European continent and its consequences for the lives of ordinary Europeans in peripheral regions. This shadow reached its height in the century between the 1860s and 1960s, as nation-states were consolidated and colonial empires expanded and then contracted. The chapters of this volume explore this phenomenon in case studies featuring Ireland, southern Italy, Schleswig, Alsace, Poland, Algeria, Bosnia-Herzegovina, Ukraine and Hungary"--Provided by publisher | [
"['sow']",
"['his']",
"['pae']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: The shadow of colonialism on Europe's modern past : [This volume arises from a conference entitled "Colonialism within Europe: fact or fancy?" held at National University of Ireland (NUI) , Galway in June 2012 ...]
- Document Abstract: "Scholars have generally assumed the objects of colonialism to have been non-European peoples, especially those living in Africa and Asia. Acknowledging the significance of current historiographical debates about different colonial experiences, this book breaks new ground in investigating the extent to which European peoples living in Europe were also subjected to colonialism. The image of the shadow, with its connotations of darkness, distortion, and elasticity, highlights the pervasive, yet uneven, influence of the ideologies and practices of colonialism across the European continent and its consequences for the lives of ordinary Europeans in peripheral regions. This shadow reached its height in the century between the 1860s and 1960s, as nation-states were consolidated and colonial empires expanded and then contracted. The chapters of this volume explore this phenomenon in case studies featuring Ireland, southern Italy, Schleswig, Alsace, Poland, Algeria, Bosnia-Herzegovina, Ukraine and Hungary"--Provided by publisher
- Document LIN Search class: ['sow'], ['his'], ['pae']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A749232811.jsonld | Telecommunications and IT Convergence Towards Service E-volution : 7th International Conference on Intelligence in Services and Networks, IS&N 2000 Athens, Greece, February 23-25, 2000 Proceedings | This book constitutes the refereed proceedings of the 7th International Conference on Intelligence and Services in Networks, IS&N 2000, held in Athens, Greece, in February 2000. The 23 revised papers presented were carefully reviewed and selected for inclusion in the book. The papers are organized in sections on electronic commerce, communications efficiency through management and control, architectures for multimedia communications, service creation techniques for software development and deployment, agent-based management, virtual home environments, and integrated and scalable solutions for telecommunications management | [
"['inf']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Telecommunications and IT Convergence Towards Service E-volution : 7th International Conference on Intelligence in Services and Networks, IS&N 2000 Athens, Greece, February 23-25, 2000 Proceedings
- Document Abstract: This book constitutes the refereed proceedings of the 7th International Conference on Intelligence and Services in Networks, IS&N 2000, held in Athens, Greece, in February 2000. The 23 revised papers presented were carefully reviewed and selected for inclusion in the book. The papers are organized in sections on electronic commerce, communications efficiency through management and control, architectures for multimedia communications, service creation techniques for software development and deployment, agent-based management, virtual home environments, and integrated and scalable solutions for telecommunications management
- Document LIN Search class: ['inf']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A1827933194.jsonld | Advances in bioinformatics and computational biology : 15th Brazilian Symposium on Bioinformatics, BSB 2022, Buzios, Brazil, September 21-23, 2022 : proceedings | This book constitutes the proceedings of the 15th Brazilian Symposium on Bioinformatics on Advances in Bioinformatics and Computational Biology, BSB 2022, which took place in Buzios, Brazil, in September 2022.The 10 full papers and 7 short papers presented in this volume were carefully reviewed and selected from 23 submissions. The papers focus on bioinformatics, computational biology, Biological Databases, Biological Networks, Cheminformatics, Evolutionary Genomics, Computational Proteomics, Systems Biology, Drug Design, Genomics, Machine Learning applications in Bioinformatics, Metagenomics, Molecular Docking and Modeling, Molecular Evolution and Phylogenetics, Protein Structure and Modeling, Proteomics, Transcriptomics, Single-Cell Analysis, Workflows in Bioinformatics | [
"['inf']",
"['bio']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Advances in bioinformatics and computational biology : 15th Brazilian Symposium on Bioinformatics, BSB 2022, Buzios, Brazil, September 21-23, 2022 : proceedings
- Document Abstract: This book constitutes the proceedings of the 15th Brazilian Symposium on Bioinformatics on Advances in Bioinformatics and Computational Biology, BSB 2022, which took place in Buzios, Brazil, in September 2022.The 10 full papers and 7 short papers presented in this volume were carefully reviewed and selected from 23 submissions. The papers focus on bioinformatics, computational biology, Biological Databases, Biological Networks, Cheminformatics, Evolutionary Genomics, Computational Proteomics, Systems Biology, Drug Design, Genomics, Machine Learning applications in Bioinformatics, Metagenomics, Molecular Docking and Modeling, Molecular Evolution and Phylogenetics, Protein Structure and Modeling, Proteomics, Transcriptomics, Single-Cell Analysis, Workflows in Bioinformatics
- Document LIN Search class: ['inf'], ['bio']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A865563659.jsonld | Bravoure scarcity beauty | The official publication on the Belgian contribution to the Biennale Architettura 2016 in Venice. It is a further elaboration of the work exhibited in the pavilion and a contribution to the architectural debate in Flanders and beyond. Comprised out of essays, interviews and images, this book offers an answer to the question what craftsmanship can mean today. The Flanders Architecture Institute commissioned the architects to develop an exhibition in the Belgian pavilion on the theme of 'craftsmanship'. The team, consisting of architecten de vylder vinck taillieu, doorzon interior architects, and architectural photographer and artist Filip Dujardin, explores the question of what craftsmanship can mean in conditions of scarcity. In order to demonstrate this, the pavilion exhibits fragments of thirteen representative projects of thirteen Flemish architects. Exhibition: Biennale Venice, Belgian Pavilion (28.05.-27.11.2016) | [
"['pae']",
"['his']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: Bravoure scarcity beauty
- Document Abstract: The official publication on the Belgian contribution to the Biennale Architettura 2016 in Venice. It is a further elaboration of the work exhibited in the pavilion and a contribution to the architectural debate in Flanders and beyond. Comprised out of essays, interviews and images, this book offers an answer to the question what craftsmanship can mean today. The Flanders Architecture Institute commissioned the architects to develop an exhibition in the Belgian pavilion on the theme of 'craftsmanship'. The team, consisting of architecten de vylder vinck taillieu, doorzon interior architects, and architectural photographer and artist Filip Dujardin, explores the question of what craftsmanship can mean in conditions of scarcity. In order to demonstrate this, the pavilion exhibits fragments of thirteen representative projects of thirteen Flemish architects. Exhibition: Biennale Venice, Belgian Pavilion (28.05.-27.11.2016)
- Document LIN Search class: ['pae'], ['his']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A778966585.jsonld | XDGA - 161_book | Brussels architect's firm Xaveer De Geyter Architects is famous for its progressive and provocative urban concepts. XDGA holds a unique and relevant position within contemporary architecture. This collection gives an overview of 34 projects from the 1990s until now. Christophe Van Gerrrewey has written 26 chapters, alphabetically ordered, in which the projects of XDGA are analysed in different ways; the interaction between word and project as a result, is essential reading for anyone interested in the influence and status of XDGA within the international architectural world.0Exhibition: CIVA, Brussels, Belgium (08.11.2013-26.01.2014) | [
"['bau']",
"['pae']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: XDGA - 161_book
- Document Abstract: Brussels architect's firm Xaveer De Geyter Architects is famous for its progressive and provocative urban concepts. XDGA holds a unique and relevant position within contemporary architecture. This collection gives an overview of 34 projects from the 1990s until now. Christophe Van Gerrrewey has written 26 chapters, alphabetically ordered, in which the projects of XDGA are analysed in different ways; the interaction between word and project as a result, is essential reading for anyone interested in the influence and status of XDGA within the international architectural world.0Exhibition: CIVA, Brussels, Belgium (08.11.2013-26.01.2014)
- Document LIN Search class: ['bau'], ['pae']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
3A102344447X.jsonld | European-American trade and financial alliances | In this, his final book, Gavin Boyd has brought together a distinguished group of experts on the nature and extent of transatlantic policy coordination and its implication for corporate strategy. This remarkably relevant set of papers offers a discussion on the economic and financial linkage between Europe and North America, as well as the trade and investment rules governing this interaction 1. The role of financial markets in economic performance : the EU and the USA -- 2. Atlantic interdependent knowledge-based economies -- 3. Atlantic commerce -- 4. Structural potentials in Atlantic trade : measuring the impact of a US-Europe free trade agreement -- 5. The regional dimension of multinational enterprises and antitrust policy -- 6. Interregional integration : collective management tasks -- 7. Concerting entrepreneurship : an international public good -- 8. Institutionalizing Atlantic structural partnering -- 9. The development and structure of financial markets in the European-American economy | [
"['oek']",
"['pae']"
] | <|begin_of_text|><|start_header_id|>system<|end_header_id|>
Cutting Knowledge Date: December 2023
Today Date: 30 May 2025
You are a highly skilled text processing assistant specialized in analyzing and extracting structured information from text. Your task is to identify entities relevant to a given domain and format the output consistently. You excel at understanding context, adhering to instructions, and providing accurate results. Your responses should be clear, concise, and follow any specified requirements, such as output format conventions.<|eot_id|><|start_header_id|>user<|end_header_id|>
### Act as:
You are a librarian and an expert in the GND (the integrated authority files):
Code Classification Number ... Definition Source URL
0 gnd:4003694-7 00 ... NaN NaN
1 gnd:4032393-6 00 ... Verknüpfe mit Anwendungsgebiet NaN
2 gnd:4038971-6 00 ... NaN NaN
3 gnd:4043744-9 00 ... Allgemeinbegriff, verknüpfe mit Anwendungsgebiet NaN
4 gnd:4048300-9 00 ... Etwas, was einer Sache ein bestimmtes (äußere... NaN
... ... ... ... ... ...
204734 gnd:7753641-1 36 ... NaN NaN
204735 gnd:7755608-2 36 ... NaN NaN
204736 gnd:7758731-5 36 ... NaN NaN
204737 gnd:7842847-6 36 ... NaN NaN
204738 gnd:1163295434 36 ... NaN https://www.airfix.com/uk-en/
[204739 rows x 9 columns]
You also have the knowledge of LIN Search classification:
- arc Architecture
- bau Civil engineering
- ber Mining
- bio Life Science
- cet Chemical and environmental engineering
- che Chemistry
- elt Electrical engineering
- fer Material science
- geo Earth science
- his History
- hor Horticulture
- inf Computer science
- jur Law
- lin Linguistics
- lit Literature Studies
- mas Mechanical engineering, energy technology
- mat Mathematics
- med Medical technology
- meda Medicine
- oek Economics
- pae Educational science
- phi Philosophy
- phy Physics
- rel Study of religions
- rest Other subjects
- sow Social sciences
- spo Sports science
- tec Engineering
- ver Traffic engineering
### Given the following details:
- Document Title: European-American trade and financial alliances
- Document Abstract: In this, his final book, Gavin Boyd has brought together a distinguished group of experts on the nature and extent of transatlantic policy coordination and its implication for corporate strategy. This remarkably relevant set of papers offers a discussion on the economic and financial linkage between Europe and North America, as well as the trade and investment rules governing this interaction 1. The role of financial markets in economic performance : the EU and the USA -- 2. Atlantic interdependent knowledge-based economies -- 3. Atlantic commerce -- 4. Structural potentials in Atlantic trade : measuring the impact of a US-Europe free trade agreement -- 5. The regional dimension of multinational enterprises and antitrust policy -- 6. Interregional integration : collective management tasks -- 7. Concerting entrepreneurship : an international public good -- 8. Institutionalizing Atlantic structural partnering -- 9. The development and structure of financial markets in the European-American economy
- Document LIN Search class: ['oek'], ['pae']
### Your task:
Using your expert knowledge in the conventional use of the GND, you are now tasked to assign **exactly 20** subject titles to documents according to the database of GND subject titles.
Your task is to annotate documents with GND subjects in JSON format based on their content (title and abstract). Use your knowledge of GND annotations and follow the established patterns from past training data.
1. Analyze the title, abstract and LIN Search class of a document and infer GND subject annotations.
2. Produce the output in structured JSON format, maintaining consistency with examples provided.
Rules:
- Always extract subjects from the core concepts mentioned in the title/abstract.
- Include synonyms, variant names, and related subjects in arrays.
- Follow the structure exactly as shown in the examples.
- Always quote the JSON format output between ```json and ```.
- No more than 20 alternate names is allowed for each subject.
- No more than 20 related subjects is allowed for each subject.
### Instructions:
1. Analyze the provided document to identify its core themes, topics, and concepts.
2. Select the most appropriate **20 unique GND subject titles** that align with the content, in the same style as the dataset you were trained on.
3. Rank the GND subject titles according to the relevance to the document, and the likelihood they would be assigned by an expert librarian.
4. Format the output as JSON, adhering to the structure provided below. For each of the subject titles, reply with the name of the subject titles, its names and related subjects in a list.
5. Make sure to complete the JSON output before you hit the maximum token limit, to ensure the correctness of the JSON format.
### Output example:
```json
{
"document_title": "Energie- und Lademanagement für eine CO2-neutralen Beladung von batterieelektrisch betriebenen Service-Fahrzeugen auf dem Flughafenvorfeld",
"assigned_subject_titles": [
{
"Code": "gnd-4014736-8",
"Name": "Energieversorgung",
"Alternate Name": ["Energie", "Energieversorgungssystem", "Energiesystem"],
"Related Subjects": ["Versorgung", "Energieerzeugung", "Energiewirtschaft"]
},
{
"Code": "gnd-4068598-6",
"Name": "Erneuerbare Energien",
"Alternate Name": ["Sanfte Energie", "Erneuerbare Energiequelle", "Regenerative Energiequelle", "Regenerative Energie", "Erneuerbare Energie", "Alternativenergie", "Alternativenergien", "Regenerative Energien", "Alternative Energiequelle", "Grüne Energie", "Green energy"],
"Related Subjects": ["Energiequelle", "Erneuerbare Ressourcen"]
},
...
]
}
```<|eot_id|><|start_header_id|>assistant<|end_header_id|>
|
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.