Datasets:

Wuhuwill
/

hotpotqa-knowledge-coupling

YAML Metadata Warning: The task_categories "text-analysis" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, text2text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, other

Knowledge Coupling Analysis on HotpotQA Dataset

Dataset Description

This dataset contains the results of a comprehensive knowledge coupling analysis performed on the HotpotQA dataset using LLaMA2-7B model. The analysis investigates how different pieces of knowledge interact within the model's parameter space through gradient-based coupling measurements.

Research Overview

Model: meta-llama/Llama-2-7b-hf (layers 28-31 focused analysis)
Dataset: HotpotQA (train + dev splits, 97,852 total samples)
Method: Gradient-based knowledge coupling via cosine similarity
Target Layers: model.layers.28-31.mlp.down_proj (semantically rich layers)

Key Findings

The analysis revealed:

Mean coupling score: 0.0222 across all knowledge piece pairs
High coupling pairs (≥0.4 threshold): Critical for ripple effect prediction
Layer-specific analysis focusing on MLP down-projection layers
Comprehensive gradient analysis with 180,355,072 dimensions per knowledge piece

Files Description

Core Results

global_analysis_results.json: Comprehensive analysis summary with statistics
all_knowledge_pieces.json: Complete set of processed knowledge pieces (92MB)
all_coupling_pairs.csv: All pairwise coupling measurements (245MB)

Supporting Files

dataset_info.json: Dataset statistics and conversion details
coupling_analysis_config.json: Analysis configuration and parameters

Usage

from datasets import load_dataset

# Load the knowledge coupling results
dataset = load_dataset("your-username/hotpotqa-knowledge-coupling")

# Access global analysis results
global_results = dataset["global_analysis"]

# Access knowledge pieces
knowledge_pieces = dataset["knowledge_pieces"]

# Access coupling pairs
coupling_pairs = dataset["coupling_pairs"]

Citation

If you use this dataset in your research, please cite:

@dataset{hotpotqa_knowledge_coupling,
  title={Knowledge Coupling Analysis on HotpotQA Dataset using LLaMA2-7B},
  author={[Your Name]},
  year={2024},
  publisher={HuggingFace},
  url={https://huggingface.co/datasets/your-username/hotpotqa-knowledge-coupling}
}

Technical Details

Gradient Computation: ∇_θ log P(answer|question) for cloze-style questions
Coupling Measurement: Cosine similarity between L2-normalized gradients
Memory Optimization: Focused on layers 28-31 to handle GPU memory constraints
Hardware: NVIDIA A40 GPU (46GB VRAM)

License

This dataset is released under the MIT License. The original HotpotQA dataset follows its respective licensing terms.

Downloads last month: 34

Size of downloaded dataset files:

25.2 kB

Size of the auto-converted Parquet files:

21.1 kB

Number of rows:

piece_id string	question string	answer string	supporting_fact string	category string
batch_0000_5a7a06935542990198eaf050_hop_0	Fill in the blank: ___ (1844–1846) was an American literary periodical published in Philadelphia in the 19th century.	Arthur's Magazine	Arthur's Magazine (1844–1846) was an American literary periodical published in Philadelphia in the 19th century.	Person
batch_0000_5a7a06935542990198eaf050_hop_1	Based on the fact 'First for Women is a woman's magazine published by Bauer Media Group in the USA.', what is the answer? ___	Arthur's Magazine	First for Women is a woman's magazine published by Bauer Media Group in the USA.	Person
batch_0000_5a879ab05542996e4f30887e_hop_0	Based on the fact 'The Oberoi family is an Indian family that is famous for its involvement in hotels, namely through The Oberoi Group.', what is the answer? ___	Delhi	The Oberoi family is an Indian family that is famous for its involvement in hotels, namely through The Oberoi Group.	Person
batch_0000_5a879ab05542996e4f30887e_hop_1	Fill in the blank: The Oberoi Group is a hotel company with its head office in ___.	Delhi	The Oberoi Group is a hotel company with its head office in Delhi.	Person
batch_0000_5a8d7341554299441c6b9fe5_hop_0	Based on the fact 'Allison Beth "Allie" Goertz (born March 2, 1991) is an American musician.', what is the answer? ___	President Richard Nixon	Allison Beth "Allie" Goertz (born March 2, 1991) is an American musician.	Person
batch_0000_5a8d7341554299441c6b9fe5_hop_1	Based on the fact ' Goertz is known for her satirical songs based on various pop culture topics.', what is the answer? ___	President Richard Nixon	Goertz is known for her satirical songs based on various pop culture topics.	Person
batch_0000_5a82171f5542990a1d231f4a_hop_0	Fill in the blank: Margaret "Peggy" Seeger (born June 17, 1935) is an ___ folksinger.	American	Margaret "Peggy" Seeger (born June 17, 1935) is an American folksinger.	Person
batch_0000_5a82171f5542990a1d231f4a_hop_1	Based on the fact ' She is also well known in Britain, where she has lived for more than 30 years, and was married to the singer and songwriter Ewan MacColl until his death in 1989.', what is the answer? ___	American	She is also well known in Britain, where she has lived for more than 30 years, and was married to the singer and songwriter Ewan MacColl until his death in 1989.	Person
batch_0000_5a84dd955542997b5ce3ff79_hop_0	Fill in the blank: It is a hygroscopic solid that is highly soluble in water and slightly soluble in ___.	alcohol	It is a hygroscopic solid that is highly soluble in water and slightly soluble in alcohol.	Science
batch_0000_5a84dd955542997b5ce3ff79_hop_1	Fill in the blank: Ethanol, also called ___, ethyl alcohol, and drinking alcohol, is a compound and simple alcohol with the chemical formula C2H5OH .	alcohol	Ethanol, also called alcohol, ethyl alcohol, and drinking alcohol, is a compound and simple alcohol with the chemical formula C2H5OH .	Person
batch_0000_5a7e36045542991319bc9440_hop_0	Fill in the blank: ___ (born April 3, 1971) is a former professional tennis player from the United States.	Jonathan Stark	Jonathan Stark (born April 3, 1971) is a former professional tennis player from the United States.	Person
batch_0000_5a7e36045542991319bc9440_hop_1	Based on the fact ' During his career he won two Grand Slam doubles titles (the 1994 French Open Men's Doubles and the 1995 Wimbledon Championships Mixed Doubles).', what is the answer? ___	Jonathan Stark	During his career he won two Grand Slam doubles titles (the 1994 French Open Men's Doubles and the 1995 Wimbledon Championships Mixed Doubles).	Person
batch_0000_5adf44985542993a75d2646d_hop_0	Fill in the blank: Indogrammodes is a genus of moths of the ___ family.	Crambidae	Indogrammodes is a genus of moths of the Crambidae family.	Person
batch_0000_5adf44985542993a75d2646d_hop_1	Based on the fact ' It contains only one species, Indogrammodes pectinicornalis, which is found in India.', what is the answer? ___	Crambidae	It contains only one species, Indogrammodes pectinicornalis, which is found in India.	Science
batch_0000_5a832c3455429954d2e2ec41_hop_0	Fill in the blank: Fighters from around world on the roster include ___, Peter Aerts, Peter Graham, Dewey Cooper, Zabit Samedov.	Badr Hari	Fighters from around world on the roster include Badr Hari, Peter Aerts, Peter Graham, Dewey Cooper, Zabit Samedov.	Person
batch_0000_5a832c3455429954d2e2ec41_hop_1	Based on the fact ' It was considered as one of the biggest kickboxing and MMA promotion in Middle East.', what is the answer? ___	Badr Hari	It was considered as one of the biggest kickboxing and MMA promotion in Middle East.	Person
batch_0000_5a7d0db955429909bec76924_hop_0	Based on the fact 'House of Anubis is a mystery television series developed for Nickelodeon based on the Dutch-Belgian television series "Het Huis Anubis".', what is the answer? ___	2006	House of Anubis is a mystery television series developed for Nickelodeon based on the Dutch-Belgian television series "Het Huis Anubis".	Person
batch_0000_5a7d0db955429909bec76924_hop_1	Fill in the blank: It first aired in September ___ and the last episode was broadcast on December 4, 2009.	2006	It first aired in September 2006 and the last episode was broadcast on December 4, 2009.	Person
batch_0000_5a89372855429951533612e6_hop_0	Based on the fact 'The 2013 Liqui Moly Bathurst 12 Hour was an endurance race for a variety of GT and touring car classes, including: GT3 cars, GT4 cars, Group 3E Series Production Cars and Dubai 24 Hour cars.', what is the answer? ___	6.213 km long	The 2013 Liqui Moly Bathurst 12 Hour was an endurance race for a variety of GT and touring car classes, including: GT3 cars, GT4 cars, Group 3E Series Production Cars and Dubai 24 Hour cars.	Person
batch_0000_5a89372855429951533612e6_hop_1	Based on the fact ' The event, which was staged at the Mount Panorama Circuit, near Bathurst, in New South Wales, Australia on 10 February 2013, was the eleventh running of the Bathurst 12 Hour.', what is the answer? ___	6.213 km long	The event, which was staged at the Mount Panorama Circuit, near Bathurst, in New South Wales, Australia on 10 February 2013, was the eleventh running of the Bathurst 12 Hour.	Person
batch_0000_5abd90545542996e802b47d7_hop_0	Based on the fact ' Vocals are handled by Aesop Rock, with guest appearances from Camu Tao and Metro of S.A. Smash and Definitive Jux label head El-P.', what is the answer? ___	Jaime Meline	Vocals are handled by Aesop Rock, with guest appearances from Camu Tao and Metro of S.A. Smash and Definitive Jux label head El-P.	Person
batch_0000_5abd90545542996e802b47d7_hop_1	Fill in the blank: ___ (born March 2, 1975), better known by his stage name El-P (shortened from El Producto), is an American hip hop recording artist, record producer, and record executive.	Jaime Meline	Jaime Meline (born March 2, 1975), better known by his stage name El-P (shortened from El Producto), is an American hip hop recording artist, record producer, and record executive.	Person
batch_0000_5aba66c855429939ce03dcdb_hop_0	Based on the fact 'Gunmen from Laredo is a 1959 American western film produced and directed by Wallace MacDonald, which stars Robert Knapp, Maureen Hingert, and Walter Coy.', what is the answer? ___	Walter Darwin Coy	Gunmen from Laredo is a 1959 American western film produced and directed by Wallace MacDonald, which stars Robert Knapp, Maureen Hingert, and Walter Coy.	Work
batch_0000_5aba66c855429939ce03dcdb_hop_1	Fill in the blank: ___ (January 31, 1909 – December 11, 1974) was an American stage, radio, film, and, principally, television actor, originally from Great Falls, Montana.	Walter Darwin Coy	Walter Darwin Coy (January 31, 1909 – December 11, 1974) was an American stage, radio, film, and, principally, television actor, originally from Great Falls, Montana.	Person
batch_0000_5a7722d655429966f1a36c99_hop_0	Based on the fact 'Die Rhöner Säuwäntzt are a Skiffle-Bluesband from Eichenzell-Lütter in Hessen, Germany.', what is the answer? ___	United States	Die Rhöner Säuwäntzt are a Skiffle-Bluesband from Eichenzell-Lütter in Hessen, Germany.	Person
batch_0000_5a7722d655429966f1a36c99_hop_1	Fill in the blank: Originating as a term in the ___ in the first half of the 20th century, it became popular again in the UK in the 1950s, where it was associated with artists such as Lonnie Donegan, The Vipers Skiffle Group, Ken Colyer and Chas McDevitt.	United States	Originating as a term in the United States in the first half of the 20th century, it became popular again in the UK in the 1950s, where it was associated with artists such as Lonnie Donegan, The Vipers Skiffle Group, Ken Colyer and Chas McDevitt.	Person
batch_0000_5ade025e5542997dc790711e_hop_0	Fill in the blank: Smith was named the Most Valuable Player of ___ after they defeated the Denver Broncos.	Super Bowl XLVIII	Smith was named the Most Valuable Player of Super Bowl XLVIII after they defeated the Denver Broncos.	Person
batch_0000_5ade025e5542997dc790711e_hop_1	Fill in the blank: ___ was an American football game between the American Football Conference (AFC) champion Denver Broncos and National Football Conference (NFC) champion Seattle Seahawks to decide the National Football League (NFL) champion for the 2013 season.	Super Bowl XLVIII	Super Bowl XLVIII was an American football game between the American Football Conference (AFC) champion Denver Broncos and National Football Conference (NFC) champion Seattle Seahawks to decide the National Football League (NFL) champion for the 2013 season.	Person
batch_0000_5ab381b155429969a97a816b_hop_0	Based on the fact ' The nine mile byway starts south of Morehead, Kentucky and can be accessed by U.S. Highway 60.', what is the answer? ___	US 60	The nine mile byway starts south of Morehead, Kentucky and can be accessed by U.S. Highway 60.	Person
batch_0000_5ab381b155429969a97a816b_hop_1	Fill in the blank: Morehead is a home rule-class city located along ___ (the historic Midland Trail) and Interstate 64 in Rowan County, Kentucky, in the United States.	US 60	Morehead is a home rule-class city located along US 60 (the historic Midland Trail) and Interstate 64 in Rowan County, Kentucky, in the United States.	Person
batch_0000_5ae0d91e55429924de1b7198_hop_0	Based on the fact 'The Great Outdoors is a 1988 American comedy film directed by Howard Deutch, and written and produced by John Hughes.', what is the answer? ___	2006	The Great Outdoors is a 1988 American comedy film directed by Howard Deutch, and written and produced by John Hughes.	Person
batch_0000_5ae0d91e55429924de1b7198_hop_1	Based on the fact ' It stars Dan Aykroyd, John Candy, Stephanie Faracy and Annette Bening in her film debut.', what is the answer? ___	2006	It stars Dan Aykroyd, John Candy, Stephanie Faracy and Annette Bening in her film debut.	Person
batch_0000_5ac2a5d455429921a00ab01b_hop_0	Based on the fact ' The Playbills, which describe the musical as having "explosions, negligible storytelling, camouflage and tits", also state that the musical's cast included actors such as Taye Diggs (who would go on to play the role of Hedwig in the summer of 2015) and that the music was written by Metallica and Stephen R. Schwartz, which is the real name of "Hedwig" songwriter Stephen Trask.', what is the answer? ___	Hetfield and Ulrich, longtime lead guitarist Kirk Hammett, and bassist Robert Trujillo.	The Playbills, which describe the musical as having "explosions, negligible storytelling, camouflage and tits", also state that the musical's cast included actors such as Taye Diggs (who would go on to play the role of Hedwig in the summer of 2015) and that the music was written by Metallica and Stephen R. Schwartz, which is the real name of "Hedwig" songwriter Stephen Trask.	Person
batch_0000_5ac2a5d455429921a00ab01b_hop_1	Fill in the blank: Metallica's current lineup comprises founding members ___	Hetfield and Ulrich, longtime lead guitarist Kirk Hammett, and bassist Robert Trujillo.	Metallica's current lineup comprises founding members Hetfield and Ulrich, longtime lead guitarist Kirk Hammett, and bassist Robert Trujillo.	Person
batch_0000_5adc1309554299438c868d3b_hop_0	Based on the fact '"Human Error" is the twenty-fourth episode and season finale of the third season of "House" and the seventieth episode overall.', what is the answer? ___	Fox	"Human Error" is the twenty-fourth episode and season finale of the third season of "House" and the seventieth episode overall.	Person
batch_0000_5adc1309554299438c868d3b_hop_1	Fill in the blank: House (also called House, M.D.) is an American television medical drama that originally ran on the ___ network for eight seasons, from November 16, 2004 to May 21, 2012.	Fox	House (also called House, M.D.) is an American television medical drama that originally ran on the Fox network for eight seasons, from November 16, 2004 to May 21, 2012.	Person
batch_0000_5a83168855429966c78a6b2e_hop_0	Fill in the blank: Her self-titled debut studio album was released on 2 June ___.	2017	Her self-titled debut studio album was released on 2 June 2017.	Person
batch_0000_5a83168855429966c78a6b2e_hop_1	Fill in the blank: "New Rules" is a song by English singer Dua Lipa from her eponymous debut studio album (___).	2017	"New Rules" is a song by English singer Dua Lipa from her eponymous debut studio album (2017).	Person
batch_0000_5ab698885542995eadef002a_hop_0	Fill in the blank: Joseph John “Joe” Heck (born October 30, 1961) is an American politician, physician, and U.S. Army Brigadier General who had served as the U.S. Representative for ___'s 3rd congressional district from 2011 to 2017.	Nevada	Joseph John “Joe” Heck (born October 30, 1961) is an American politician, physician, and U.S. Army Brigadier General who had served as the U.S. Representative for Nevada's 3rd congressional district from 2011 to 2017.	Person
batch_0000_5ab698885542995eadef002a_hop_1	Fill in the blank: He ran unsuccessfully against Democrat Catherine Cortez Masto in the general election for the open ___ United States Senate seat in 2016.	Nevada	He ran unsuccessfully against Democrat Catherine Cortez Masto in the general election for the open Nevada United States Senate seat in 2016.	Person