filename
string | title
string | abstract
string | pred_lin
sequence | prompt
string |
|---|---|---|---|---|
3A1045671339.jsonld | History and drama : the Pan-European tradition | Aristotle's neat compartmentalization notwithstanding (Poetics, ch. 9), historians and playwrights have both been laying claim to representations of the past - arguably since Antiquity, but certainly since the Renaissance. At a time when narratology challenges historiographers to differentiate their "emplotments" (White) from literary inventions, this thirteen-essay collection takes a fresh look at the production of historico-political knowledge in literature and the intricacies of reality and fiction. Written by experts who teach in Germany, Austria, Russia, and the United States, the articles provide a thorough interpretation of early modern drama (with a view to classical times and the 19th century) as an ideological platform that is as open to royal self-fashioning and soteriology as it is to travestying and subverting the means and ends of historical interpretation. The comparative analysis of metapoetic and historiosophic aspects also sheds light on drama as a transnational phenomenon, demonstrating the importance of the cultural net that links the multifaceted textual examples from France, Russia, England, Italy, and the Netherlands | [
"['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: History and drama : the Pan-European tradition
- Document Abstract: Aristotle's neat compartmentalization notwithstanding (Poetics, ch. 9), historians and playwrights have both been laying claim to representations of the past - arguably since Antiquity, but certainly since the Renaissance. At a time when narratology challenges historiographers to differentiate their "emplotments" (White) from literary inventions, this thirteen-essay collection takes a fresh look at the production of historico-political knowledge in literature and the intricacies of reality and fiction. Written by experts who teach in Germany, Austria, Russia, and the United States, the articles provide a thorough interpretation of early modern drama (with a view to classical times and the 19th century) as an ideological platform that is as open to royal self-fashioning and soteriology as it is to travestying and subverting the means and ends of historical interpretation. The comparative analysis of metapoetic and historiosophic aspects also sheds light on drama as a transnational phenomenon, demonstrating the importance of the cultural net that links the multifaceted textual examples from France, Russia, England, Italy, and the Netherlands
- 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|>
|
3A113386451.jsonld | Sacred journeys : the anthropology of pilgrimage | Spiritual magnetism : an organizing principle for the study of pilgrimage / James J. Preston -- Pilgrimage and tourism : convergence and divergence / Erik Cohen -- The great Maharashtrian pilgrimage : Pandharpur and Alandi / John M. Stanley -- Velankanni calling : Hindu patterns of pilgramge at a Christian shrine / Paul Younger -- Persistent peregrination : from sun dance to Catholic pilgrimage among Canadian prairie Indians / Alan Morinis -- Pilgrimage and heresy : the transformation of faith at a shrine in Wisconsin / Peter W. Wood -- Pilgrimages in the Caribbean : a comparison of cases from Haiti and Trinidad / Stephen D. Glazier -- Pilgrim narratives of Jerusalem and the Holy Land : a study in ideological distortion / Glenn Bowman Pilgrimage and its influence on West African Islam / James Steel Thayer -- Specialists in miraculous action : some shrines in Shiraz / Anne H. Betteridge -- Sanctification overland : the creation of a Thai Buddhist pilgrimage center / James B. Pruess -- Mission to Waitangi : a Maori pilgrimage / Karen P. Sinclair -- Postscript : anthropology as pilgrimage, anthropologist as pilgrim / Colin Turnbull | [
"['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: Sacred journeys : the anthropology of pilgrimage
- Document Abstract: Spiritual magnetism : an organizing principle for the study of pilgrimage / James J. Preston -- Pilgrimage and tourism : convergence and divergence / Erik Cohen -- The great Maharashtrian pilgrimage : Pandharpur and Alandi / John M. Stanley -- Velankanni calling : Hindu patterns of pilgramge at a Christian shrine / Paul Younger -- Persistent peregrination : from sun dance to Catholic pilgrimage among Canadian prairie Indians / Alan Morinis -- Pilgrimage and heresy : the transformation of faith at a shrine in Wisconsin / Peter W. Wood -- Pilgrimages in the Caribbean : a comparison of cases from Haiti and Trinidad / Stephen D. Glazier -- Pilgrim narratives of Jerusalem and the Holy Land : a study in ideological distortion / Glenn Bowman Pilgrimage and its influence on West African Islam / James Steel Thayer -- Specialists in miraculous action : some shrines in Shiraz / Anne H. Betteridge -- Sanctification overland : the creation of a Thai Buddhist pilgrimage center / James B. Pruess -- Mission to Waitangi : a Maori pilgrimage / Karen P. Sinclair -- Postscript : anthropology as pilgrimage, anthropologist as pilgrim / Colin Turnbull
- Document LIN Search class: ['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|>
|
3A38753136X.jsonld | Proceedings, 24th International Conference on Distributed Computing Systems workshops, 2004 : 23 - 24 March 2004, [Hachioji, Tokyo, Japan] | Annotation, The seven ICDCS 2004 workshops presents results and a focused discussion of timely topics related to distributed computing systems. The over 130 papers cover emerging areas of interest and compliment the overall theme of ICDCS | [
"['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: Proceedings, 24th International Conference on Distributed Computing Systems workshops, 2004 : 23 - 24 March 2004, [Hachioji, Tokyo, Japan]
- Document Abstract: Annotation, The seven ICDCS 2004 workshops presents results and a focused discussion of timely topics related to distributed computing systems. The over 130 papers cover emerging areas of interest and compliment the overall theme of ICDCS
- 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|>
|
3A1009855719.jsonld | Bonded Labour : Global and Comparative Perspectives (18th-21st Century) | Parallel to the abolition of Atlantic slavery, new forms of indentured labour stilled global capitalism's need for cheap, disposable labour. The famous 'coolie trade' - mainly Asian labourers transferred to French and British islands in the Indian Ocean, Australia, Indonesia, South Africa, the Caribbean, the Americas, as well as to Portuguese colonies in Africa - was one of the largest migration movements in global history. Indentured contract workers are perhaps the most revealing example of bonded labour in the grey area between the poles of chattel slavery and 'free' wage labour.This interdisciplinary volume addresses historically and regionally specific cases of bonded labour relations from the 18th century to sponsorship systems in the Arab Gulf States today. | [
"['his']",
"['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: Bonded Labour : Global and Comparative Perspectives (18th-21st Century)
- Document Abstract: Parallel to the abolition of Atlantic slavery, new forms of indentured labour stilled global capitalism's need for cheap, disposable labour. The famous 'coolie trade' - mainly Asian labourers transferred to French and British islands in the Indian Ocean, Australia, Indonesia, South Africa, the Caribbean, the Americas, as well as to Portuguese colonies in Africa - was one of the largest migration movements in global history. Indentured contract workers are perhaps the most revealing example of bonded labour in the grey area between the poles of chattel slavery and 'free' wage labour.This interdisciplinary volume addresses historically and regionally specific cases of bonded labour relations from the 18th century to sponsorship systems in the Arab Gulf States today.
- Document LIN Search class: ['his'], ['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|>
|
3A1647601606.jsonld | A Minicourse on Stochastic Partial Differential Equations | In May 2006, The University of Utah hosted an NSF-funded minicourse on stochastic partial differential equations. The goal of this minicourse was to introduce graduate students and recent Ph.D.s to various modern topics in stochastic PDEs, and to bring together several experts whose research is centered on the interface between Gaussian analysis, stochastic analysis, and stochastic partial differential equations. This monograph contains an up-to-date compilation of many of those lectures. Particular emphasis is paid to showcasing central ideas and displaying some of the many deep connections between the mentioned disciplines, all the time keeping a realistic pace for the student of the subject A Primer on Stochastic Partial Differential Equations -- The Stochastic Wave Equation -- Application of Malliavin Calculus to Stochastic Partial Differential Equations -- Some Tools and Results for Parabolic Stochastic Partial Differential Equations -- Sample Path Properties of Anisotropic Gaussian Random Fields | [
"['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: A Minicourse on Stochastic Partial Differential Equations
- Document Abstract: In May 2006, The University of Utah hosted an NSF-funded minicourse on stochastic partial differential equations. The goal of this minicourse was to introduce graduate students and recent Ph.D.s to various modern topics in stochastic PDEs, and to bring together several experts whose research is centered on the interface between Gaussian analysis, stochastic analysis, and stochastic partial differential equations. This monograph contains an up-to-date compilation of many of those lectures. Particular emphasis is paid to showcasing central ideas and displaying some of the many deep connections between the mentioned disciplines, all the time keeping a realistic pace for the student of the subject A Primer on Stochastic Partial Differential Equations -- The Stochastic Wave Equation -- Application of Malliavin Calculus to Stochastic Partial Differential Equations -- Some Tools and Results for Parabolic Stochastic Partial Differential Equations -- Sample Path Properties of Anisotropic Gaussian Random Fields
- 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|>
|
3A176743829X.jsonld | Advances in neuroergonomics and cognitive engineering : proceedings of the AHFE 2021 Virtual Conferences on Neuroergonomics and Cognitive Engineering, Industrial Cognitive Ergonomics and Engineering Psychology, and Cognitive Computing and Internet of Things, July 25-29, 2021, USA | This book offers a broad overview of the field of cognitive engineering and neuroergonomics, covering emerging practices and future trends toward the harmonious integration of human operators and computational systems. It gathers both theoretical and practice-oriented studies on mental workload and stress, activity theory, human reliability, error and risk. It covers applications in various field, and corresponding strategies to make assistive technologies more user-oriented. Further, the book describes key advances in our understanding of cognitive processes, including mechanisms of perception, memory, reasoning, and motor response, with a particular focus on their role in interactions between humans and other elements of computer-based systems. Gathering the proceedings of the AHFE 2021 Conferences on Neuroergonomics and Cognitive Engineering, Industrial Cognitive Ergonomics and Engineering Psychology, and Cognitive Computing and Internet of Things, held virtually on July 25-29, 2021, from USA, this book offers extensive information and a thought-provoking guide for researchers and practitioners in cognitive engineering, neuroergonomics and their applications. | [
"['inf']",
"['pae']",
"['oek']",
"['tec']"
] | <|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 neuroergonomics and cognitive engineering : proceedings of the AHFE 2021 Virtual Conferences on Neuroergonomics and Cognitive Engineering, Industrial Cognitive Ergonomics and Engineering Psychology, and Cognitive Computing and Internet of Things, July 25-29, 2021, USA
- Document Abstract: This book offers a broad overview of the field of cognitive engineering and neuroergonomics, covering emerging practices and future trends toward the harmonious integration of human operators and computational systems. It gathers both theoretical and practice-oriented studies on mental workload and stress, activity theory, human reliability, error and risk. It covers applications in various field, and corresponding strategies to make assistive technologies more user-oriented. Further, the book describes key advances in our understanding of cognitive processes, including mechanisms of perception, memory, reasoning, and motor response, with a particular focus on their role in interactions between humans and other elements of computer-based systems. Gathering the proceedings of the AHFE 2021 Conferences on Neuroergonomics and Cognitive Engineering, Industrial Cognitive Ergonomics and Engineering Psychology, and Cognitive Computing and Internet of Things, held virtually on July 25-29, 2021, from USA, this book offers extensive information and a thought-provoking guide for researchers and practitioners in cognitive engineering, neuroergonomics and their applications.
- Document LIN Search class: ['inf'], ['pae'], ['oek'], ['tec']
### 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|>
|
3A102351835X.jsonld | TASI 2016 : anticipating the next discoveries in particle physics : proceedings of the 2016 Theoretical Advanced Study Institute in Elementary Particle Physics, Boulder, Colorado, 6 June-1 July 2016 | TASI 2016 lectures: electroweak symmetry breaking and effective field theory / S. Dawson -- TASI lectures on collider physics / Matthew D. Schwartz -- Neutrino physics - addendum / Andre de Gouvea -- Just a taste: lectures on flavor physics / Yuval Grossman and Philip Tanedo -- Indirect detection of dark matter / Tracy R. Slatyer -- Supersymmetric theory and models / Howard E. Haber and Laurel Stephenson Haskins -- TASI lectures on non-supersymmetric BSM models / Csaba Csaki, Salvator Lombardo and Ofri Telem -- TASI lectures on scattering amplitudes / Clifford Cheung | [
"['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: TASI 2016 : anticipating the next discoveries in particle physics : proceedings of the 2016 Theoretical Advanced Study Institute in Elementary Particle Physics, Boulder, Colorado, 6 June-1 July 2016
- Document Abstract: TASI 2016 lectures: electroweak symmetry breaking and effective field theory / S. Dawson -- TASI lectures on collider physics / Matthew D. Schwartz -- Neutrino physics - addendum / Andre de Gouvea -- Just a taste: lectures on flavor physics / Yuval Grossman and Philip Tanedo -- Indirect detection of dark matter / Tracy R. Slatyer -- Supersymmetric theory and models / Howard E. Haber and Laurel Stephenson Haskins -- TASI lectures on non-supersymmetric BSM models / Csaba Csaki, Salvator Lombardo and Ofri Telem -- TASI lectures on scattering amplitudes / Clifford Cheung
- 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|>
|
3A1772262749.jsonld | Homotopy Theory and Arithmetic Geometry – Motivic and Diophantine Aspects : LMS-CMI Research School, London, July 2018 | - 1. Homotopy Theory and Arithmetic Geometry – Motivic and Diophantine Aspects: an Introduction -- 2. An Introduction to A1-Enumerative Geometry -- 3. Cohomological Methods in Intersection Theory -- 4. Étale Homotopy and Obstructions to Rational Points -- 5. A1-Homotopy Theory and Contractible Varieties: a Survey -- Index. This book provides an introduction to state-of-the-art applications of homotopy theory to arithmetic geometry. The contributions to this volume are based on original lectures by leading researchers at the LMS-CMI Research School on ‘Homotopy Theory and Arithmetic Geometry - Motivic and Diophantine Aspects’ and the Nelder Fellow Lecturer Series, which both took place at Imperial College London in the summer of 2018. The contribution by Brazelton, based on the lectures by Wickelgren, provides an introduction to arithmetic enumerative geometry, the notes of Cisinski present motivic sheaves and new cohomological methods for intersection theory, and Schlank’s contribution gives an overview of the use of étale homotopy theory for obstructions to the existence of rational points on algebraic varieties. Finally, the article by Asok and Østvær, based in part on the Nelder Fellow lecture series by Østvær, gives a survey of the interplay between motivic homotopy theory and affine algebraic geometry, with a focus on contractible algebraic varieties. Now a major trend in arithmetic geometry, this volume offers a detailed guide to the fascinating circle of recent applications of homotopy theory to number theory. It will be invaluable to research students entering the field, as well as postdoctoral and more established researchers. | [
"['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: Homotopy Theory and Arithmetic Geometry – Motivic and Diophantine Aspects : LMS-CMI Research School, London, July 2018
- Document Abstract: - 1. Homotopy Theory and Arithmetic Geometry – Motivic and Diophantine Aspects: an Introduction -- 2. An Introduction to A1-Enumerative Geometry -- 3. Cohomological Methods in Intersection Theory -- 4. Étale Homotopy and Obstructions to Rational Points -- 5. A1-Homotopy Theory and Contractible Varieties: a Survey -- Index. This book provides an introduction to state-of-the-art applications of homotopy theory to arithmetic geometry. The contributions to this volume are based on original lectures by leading researchers at the LMS-CMI Research School on ‘Homotopy Theory and Arithmetic Geometry - Motivic and Diophantine Aspects’ and the Nelder Fellow Lecturer Series, which both took place at Imperial College London in the summer of 2018. The contribution by Brazelton, based on the lectures by Wickelgren, provides an introduction to arithmetic enumerative geometry, the notes of Cisinski present motivic sheaves and new cohomological methods for intersection theory, and Schlank’s contribution gives an overview of the use of étale homotopy theory for obstructions to the existence of rational points on algebraic varieties. Finally, the article by Asok and Østvær, based in part on the Nelder Fellow lecture series by Østvær, gives a survey of the interplay between motivic homotopy theory and affine algebraic geometry, with a focus on contractible algebraic varieties. Now a major trend in arithmetic geometry, this volume offers a detailed guide to the fascinating circle of recent applications of homotopy theory to number theory. It will be invaluable to research students entering the field, as well as postdoctoral and more established researchers.
- 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|>
|
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