| --- |
| annotations_creators: |
| - crowdsourced |
| language_creators: |
| - found |
| language: |
| - en |
| license: |
| - unknown |
| multilinguality: |
| - monolingual |
| size_categories: |
| - 100K<n<1M |
| source_datasets: |
| - original |
| task_categories: |
| - multiple-choice |
| - text-classification |
| task_ids: |
| - natural-language-inference |
| paperswithcode_id: art-dataset |
| pretty_name: Abductive Reasoning in narrative Text |
| tags: |
| - abductive-natural-language-inference |
| dataset_info: |
| config_name: anli |
| features: |
| - name: observation_1 |
| dtype: string |
| - name: observation_2 |
| dtype: string |
| - name: hypothesis_1 |
| dtype: string |
| - name: hypothesis_2 |
| dtype: string |
| - name: label |
| dtype: |
| class_label: |
| names: |
| '0': '0' |
| '1': '1' |
| '2': '2' |
| splits: |
| - name: validation |
| num_bytes: 311146 |
| num_examples: 1532 |
| - name: train |
| num_bytes: 33918790 |
| num_examples: 169654 |
| download_size: 9191805 |
| dataset_size: 34229936 |
| configs: |
| - config_name: anli |
| data_files: |
| - split: validation |
| path: anli/validation-* |
| - split: train |
| path: anli/train-* |
| default: true |
| --- |
| |
| # Dataset Card for "art" |
|
|
| ## 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://leaderboard.allenai.org/anli/submissions/get-started](https://leaderboard.allenai.org/anli/submissions/get-started) |
| - **Repository:** https://github.com/allenai/abductive-commonsense-reasoning |
| - **Paper:** [Abductive Commonsense Reasoning](https://arxiv.org/abs/1908.05739) |
| - **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:** 5.12 MB |
| - **Size of the generated dataset:** 34.36 MB |
| - **Total amount of disk used:** 39.48 MB |
|
|
| ### Dataset Summary |
|
|
| ART consists of over 20k commonsense narrative contexts and 200k explanations. |
|
|
| The Abductive Natural Language Inference Dataset from AI2. |
|
|
| ### 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 |
|
|
| #### anli |
|
|
| - **Size of downloaded dataset files:** 5.12 MB |
| - **Size of the generated dataset:** 34.36 MB |
| - **Total amount of disk used:** 39.48 MB |
|
|
| An example of 'train' looks as follows. |
| ``` |
| { |
| "hypothesis_1": "Chad's car had all sorts of other problems besides alignment.", |
| "hypothesis_2": "Chad's car had all sorts of benefits other than being sexy.", |
| "label": 1, |
| "observation_1": "Chad went to get the wheel alignment measured on his car.", |
| "observation_2": "The mechanic provided a working alignment with new body work." |
| } |
| ``` |
|
|
| ### Data Fields |
|
|
| The data fields are the same among all splits. |
|
|
| #### anli |
| - `observation_1`: a `string` feature. |
| - `observation_2`: a `string` feature. |
| - `hypothesis_1`: a `string` feature. |
| - `hypothesis_2`: a `string` feature. |
| - `label`: a classification label, with possible values including `0` (0), `1` (1), `2` (2). |
|
|
| ### Data Splits |
|
|
| |name|train |validation| |
| |----|-----:|---------:| |
| |anli|169654| 1532| |
|
|
| ## 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{Bhagavatula2020Abductive, |
| title={Abductive Commonsense Reasoning}, |
| author={Chandra Bhagavatula and Ronan Le Bras and Chaitanya Malaviya and Keisuke Sakaguchi and Ari Holtzman and Hannah Rashkin and Doug Downey and Wen-tau Yih and Yejin Choi}, |
| booktitle={International Conference on Learning Representations}, |
| year={2020}, |
| url={https://openreview.net/forum?id=Byg1v1HKDB} |
| } |
| ``` |
|
|
| ### Contributions |
|
|
| Thanks to [@patrickvonplaten](https://github.com/patrickvonplaten), [@thomwolf](https://github.com/thomwolf), [@mariamabarham](https://github.com/mariamabarham), [@lewtun](https://github.com/lewtun), [@lhoestq](https://github.com/lhoestq) for adding this dataset. |
