Datasets:

allenai
/

scitail

Languages:

English

Tags:

Dataset card Viewer Files Files and versions Community

scitail / README.md

albertvillanova HF staff

Convert dataset to Parquet (#3)

0cc4353 4 months ago

preview code

raw history blame contribute delete

No virus

10.1 kB

	---
	language:
	- en
	paperswithcode_id: scitail
	pretty_name: SciTail
	dataset_info:
	- config_name: dgem_format
	features:
	- name: premise
	dtype: string
	- name: hypothesis
	dtype: string
	- name: label
	dtype: string
	- name: hypothesis_graph_structure
	dtype: string
	splits:
	- name: train
	num_bytes: 6817626
	num_examples: 23088
	- name: test
	num_bytes: 606867
	num_examples: 2126
	- name: validation
	num_bytes: 393209
	num_examples: 1304
	download_size: 2007018
	dataset_size: 7817702
	- config_name: predictor_format
	features:
	- name: answer
	dtype: string
	- name: sentence2_structure
	dtype: string
	- name: sentence1
	dtype: string
	- name: sentence2
	dtype: string
	- name: gold_label
	dtype: string
	- name: question
	dtype: string
	splits:
	- name: train
	num_bytes: 8864108
	num_examples: 23587
	- name: test
	num_bytes: 795275
	num_examples: 2126
	- name: validation
	num_bytes: 510140
	num_examples: 1304
	download_size: 2169238
	dataset_size: 10169523
	- config_name: snli_format
	features:
	- name: sentence1_binary_parse
	dtype: string
	- name: sentence1_parse
	dtype: string
	- name: sentence1
	dtype: string
	- name: sentence2_parse
	dtype: string
	- name: sentence2
	dtype: string
	- name: annotator_labels
	sequence: string
	- name: gold_label
	dtype: string
	splits:
	- name: train
	num_bytes: 22457379
	num_examples: 23596
	- name: test
	num_bytes: 2005142
	num_examples: 2126
	- name: validation
	num_bytes: 1264378
	num_examples: 1304
	download_size: 7476483
	dataset_size: 25726899
	- config_name: tsv_format
	features:
	- name: premise
	dtype: string
	- name: hypothesis
	dtype: string
	- name: label
	dtype: string
	splits:
	- name: train
	num_bytes: 4606527
	num_examples: 23097
	- name: test
	num_bytes: 410267
	num_examples: 2126
	- name: validation
	num_bytes: 260422
	num_examples: 1304
	download_size: 1836546
	dataset_size: 5277216
	configs:
	- config_name: dgem_format
	data_files:
	- split: train
	path: dgem_format/train-*
	- split: test
	path: dgem_format/test-*
	- split: validation
	path: dgem_format/validation-*
	- config_name: predictor_format
	data_files:
	- split: train
	path: predictor_format/train-*
	- split: test
	path: predictor_format/test-*
	- split: validation
	path: predictor_format/validation-*
	- config_name: snli_format
	data_files:
	- split: train
	path: snli_format/train-*
	- split: test
	path: snli_format/test-*
	- split: validation
	path: snli_format/validation-*
	- config_name: tsv_format
	data_files:
	- split: train
	path: tsv_format/train-*
	- split: test
	path: tsv_format/test-*
	- split: validation
	path: tsv_format/validation-*
	---

	# Dataset Card for "scitail"

	## Table of Contents
	- [Dataset Description](#dataset-description)
	- [Dataset Summary](#dataset-summary)
	- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
	- [Languages](#languages)
	- [Dataset Structure](#dataset-structure)
	- [Data Instances](#data-instances)
	- [Data Fields](#data-fields)
	- [Data Splits](#data-splits)
	- [Dataset Creation](#dataset-creation)
	- [Curation Rationale](#curation-rationale)
	- [Source Data](#source-data)
	- [Annotations](#annotations)
	- [Personal and Sensitive Information](#personal-and-sensitive-information)
	- [Considerations for Using the Data](#considerations-for-using-the-data)
	- [Social Impact of Dataset](#social-impact-of-dataset)
	- [Discussion of Biases](#discussion-of-biases)
	- [Other Known Limitations](#other-known-limitations)
	- [Additional Information](#additional-information)
	- [Dataset Curators](#dataset-curators)
	- [Licensing Information](#licensing-information)
	- [Citation Information](#citation-information)
	- [Contributions](#contributions)

	## Dataset Description

	- Homepage: [https://allenai.org/data/scitail](https://allenai.org/data/scitail)
	- Repository: [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
	- Paper: [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
	- Point of Contact: [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
	- Size of downloaded dataset files: 56.70 MB
	- Size of the generated dataset: 49.09 MB
	- Total amount of disk used: 105.79 MB

	### Dataset Summary

	The SciTail dataset is an entailment dataset created from multiple-choice science exams and web sentences. Each question
	and the correct answer choice are converted into an assertive statement to form the hypothesis. We use information
	retrieval to obtain relevant text from a large text corpus of web sentences, and use these sentences as a premise P. We
	crowdsource the annotation of such premise-hypothesis pair as supports (entails) or not (neutral), in order to create
	the SciTail dataset. The dataset contains 27,026 examples with 10,101 examples with entails label and 16,925 examples
	with neutral label

	### Supported Tasks and Leaderboards

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	### Languages

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	## Dataset Structure

	### Data Instances

	#### dgem_format

	- Size of downloaded dataset files: 14.18 MB
	- Size of the generated dataset: 7.83 MB
	- Total amount of disk used: 22.01 MB

	An example of 'train' looks as follows.
	```

	```

	#### predictor_format

	- Size of downloaded dataset files: 14.18 MB
	- Size of the generated dataset: 10.19 MB
	- Total amount of disk used: 24.37 MB

	An example of 'validation' looks as follows.
	```

	```

	#### snli_format

	- Size of downloaded dataset files: 14.18 MB
	- Size of the generated dataset: 25.77 MB
	- Total amount of disk used: 39.95 MB

	An example of 'validation' looks as follows.
	```

	```

	#### tsv_format

	- Size of downloaded dataset files: 14.18 MB
	- Size of the generated dataset: 5.30 MB
	- Total amount of disk used: 19.46 MB

	An example of 'validation' looks as follows.
	```

	```

	### Data Fields

	The data fields are the same among all splits.

	#### dgem_format
	- `premise`: a `string` feature.
	- `hypothesis`: a `string` feature.
	- `label`: a `string` feature.
	- `hypothesis_graph_structure`: a `string` feature.

	#### predictor_format
	- `answer`: a `string` feature.
	- `sentence2_structure`: a `string` feature.
	- `sentence1`: a `string` feature.
	- `sentence2`: a `string` feature.
	- `gold_label`: a `string` feature.
	- `question`: a `string` feature.

	#### snli_format
	- `sentence1_binary_parse`: a `string` feature.
	- `sentence1_parse`: a `string` feature.
	- `sentence1`: a `string` feature.
	- `sentence2_parse`: a `string` feature.
	- `sentence2`: a `string` feature.
	- `annotator_labels`: a `list` of `string` features.
	- `gold_label`: a `string` feature.

	#### tsv_format
	- `premise`: a `string` feature.
	- `hypothesis`: a `string` feature.
	- `label`: a `string` feature.

	### Data Splits

	\| name \|train\|validation\|test\|
	\|----------------\|----:\|---------:\|---:\|
	\|dgem_format \|23088\| 1304\|2126\|
	\|predictor_format\|23587\| 1304\|2126\|
	\|snli_format \|23596\| 1304\|2126\|
	\|tsv_format \|23097\| 1304\|2126\|

	## Dataset Creation

	### Curation Rationale

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	### Source Data

	#### Initial Data Collection and Normalization

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	#### Who are the source language producers?

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	### Annotations

	#### Annotation process

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	#### Who are the annotators?

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	### Personal and Sensitive Information

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	## Considerations for Using the Data

	### Social Impact of Dataset

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	### Discussion of Biases

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	### Other Known Limitations

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	## Additional Information

	### Dataset Curators

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	### Licensing Information

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	### Citation Information

	```
	inproceedings{scitail,
	Author = {Tushar Khot and Ashish Sabharwal and Peter Clark},
	Booktitle = {AAAI},
	Title = {{SciTail}: A Textual Entailment Dataset from Science Question Answering},
	Year = {2018}
	}

	```


	### Contributions

	Thanks to [@patrickvonplaten](https://github.com/patrickvonplaten), [@mariamabarham](https://github.com/mariamabarham), [@lewtun](https://github.com/lewtun), [@thomwolf](https://github.com/thomwolf) for adding this dataset.