| --- |
| language: |
| - en |
| paperswithcode_id: e-snli |
| pretty_name: e-SNLI |
| dataset_info: |
| features: |
| - name: premise |
| dtype: string |
| - name: hypothesis |
| dtype: string |
| - name: label |
| dtype: |
| class_label: |
| names: |
| '0': entailment |
| '1': neutral |
| '2': contradiction |
| - name: explanation_1 |
| dtype: string |
| - name: explanation_2 |
| dtype: string |
| - name: explanation_3 |
| dtype: string |
| config_name: plain_text |
| splits: |
| - name: test |
| num_bytes: 3387169 |
| num_examples: 9824 |
| - name: train |
| num_bytes: 108024142 |
| num_examples: 549367 |
| - name: validation |
| num_bytes: 3423725 |
| num_examples: 9842 |
| download_size: 204516010 |
| dataset_size: 114835036 |
| --- |
| |
| # Dataset Card for "esnli" |
|
|
| ## 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://github.com/OanaMariaCamburu/e-SNLI](https://github.com/OanaMariaCamburu/e-SNLI) |
| - **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:** 204.51 MB |
| - **Size of the generated dataset:** 114.84 MB |
| - **Total amount of disk used:** 319.35 MB |
|
|
| ### Dataset Summary |
|
|
| The e-SNLI dataset extends the Stanford Natural Language Inference Dataset to |
| include human-annotated natural language explanations of the entailment |
| relations. |
|
|
| ### 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 |
|
|
| #### plain_text |
| |
| - **Size of downloaded dataset files:** 204.51 MB |
| - **Size of the generated dataset:** 114.84 MB |
| - **Total amount of disk used:** 319.35 MB |
| |
| An example of 'validation' looks as follows. |
| ``` |
| { |
| "explanation_1": "A woman must be present to smile.", |
| "explanation_2": "A woman smiling implies that she is present.", |
| "explanation_3": "A smiling woman is also present.", |
| "hypothesis": "A woman is present.", |
| "label": 0, |
| "premise": "A woman smiles at the child." |
| } |
| ``` |
| |
| ### Data Fields |
|
|
| The data fields are the same among all splits. |
|
|
| #### plain_text |
| - `premise`: a `string` feature. |
| - `hypothesis`: a `string` feature. |
| - `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2). |
| - `explanation_1`: a `string` feature. |
| - `explanation_2`: a `string` feature. |
| - `explanation_3`: a `string` feature. |
|
|
| ### Data Splits |
|
|
| | name |train |validation|test| |
| |----------|-----:|---------:|---:| |
| |plain_text|549367| 9842|9824| |
| |
| ## 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 |
| |
| ``` |
| |
| @incollection{NIPS2018_8163, |
| title = {e-SNLI: Natural Language Inference with Natural Language Explanations}, |
| author = {Camburu, Oana-Maria and Rockt"{a}schel, Tim and Lukasiewicz, Thomas and Blunsom, Phil}, |
| booktitle = {Advances in Neural Information Processing Systems 31}, |
| editor = {S. Bengio and H. Wallach and H. Larochelle and K. Grauman and N. Cesa-Bianchi and R. Garnett}, |
| pages = {9539--9549}, |
| year = {2018}, |
| publisher = {Curran Associates, Inc.}, |
| url = {http://papers.nips.cc/paper/8163-e-snli-natural-language-inference-with-natural-language-explanations.pdf} |
| } |
|
|
| ``` |
| |
| |
| ### Contributions |
| |
| Thanks to [@thomwolf](https://github.com/thomwolf), [@lewtun](https://github.com/lewtun), [@albertvillanova](https://github.com/albertvillanova), [@patrickvonplaten](https://github.com/patrickvonplaten) for adding this dataset. |
