Datasets:
Tasks:
Question Answering
Sub-tasks:
open-domain-qa
Languages:
English
Multilinguality:
monolingual
Size Categories:
10K<n<100K
Language Creators:
crowdsourced
Annotations Creators:
crowdsourced
Source Datasets:
extended|commonsense_qa
ArXiv:
Tags:
License:
| languages: | |
| - en | |
| paperswithcode_id: cos-e | |
| pretty_name: Commonsense Explanations Dataset | |
| # Dataset Card for "cos_e" | |
| ## 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/salesforce/cos-e](https://github.com/salesforce/cos-e) | |
| - **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:** 10.33 MB | |
| - **Size of the generated dataset:** 5.14 MB | |
| - **Total amount of disk used:** 15.47 MB | |
| ### Dataset Summary | |
| Common Sense Explanations (CoS-E) allows for training language models to | |
| automatically generate explanations that can be used during training and | |
| inference in a novel Commonsense Auto-Generated Explanation (CAGE) framework. | |
| ### 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 | |
| #### v1.0 | |
| - **Size of downloaded dataset files:** 4.10 MB | |
| - **Size of the generated dataset:** 2.23 MB | |
| - **Total amount of disk used:** 6.33 MB | |
| An example of 'train' looks as follows. | |
| ``` | |
| { | |
| "abstractive_explanation": "this is open-ended", | |
| "answer": "b", | |
| "choices": ["a", "b", "c"], | |
| "extractive_explanation": "this is selected train", | |
| "id": "42", | |
| "question": "question goes here." | |
| } | |
| ``` | |
| #### v1.11 | |
| - **Size of downloaded dataset files:** 6.23 MB | |
| - **Size of the generated dataset:** 2.91 MB | |
| - **Total amount of disk used:** 9.14 MB | |
| An example of 'train' looks as follows. | |
| ``` | |
| { | |
| "abstractive_explanation": "this is open-ended", | |
| "answer": "b", | |
| "choices": ["a", "b", "c"], | |
| "extractive_explanation": "this is selected train", | |
| "id": "42", | |
| "question": "question goes here." | |
| } | |
| ``` | |
| ### Data Fields | |
| The data fields are the same among all splits. | |
| #### v1.0 | |
| - `id`: a `string` feature. | |
| - `question`: a `string` feature. | |
| - `choices`: a `list` of `string` features. | |
| - `answer`: a `string` feature. | |
| - `abstractive_explanation`: a `string` feature. | |
| - `extractive_explanation`: a `string` feature. | |
| #### v1.11 | |
| - `id`: a `string` feature. | |
| - `question`: a `string` feature. | |
| - `choices`: a `list` of `string` features. | |
| - `answer`: a `string` feature. | |
| - `abstractive_explanation`: a `string` feature. | |
| - `extractive_explanation`: a `string` feature. | |
| ### Data Splits | |
| |name |train|validation| | |
| |-----|----:|---------:| | |
| |v1.0 | 7610| 950| | |
| |v1.11| 9741| 1221| | |
| ## 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{rajani2019explain, | |
| title = "Explain Yourself! Leveraging Language models for Commonsense Reasoning", | |
| author = "Rajani, Nazneen Fatema and | |
| McCann, Bryan and | |
| Xiong, Caiming and | |
| Socher, Richard", | |
| year="2019", | |
| booktitle = "Proceedings of the 2019 Conference of the Association for Computational Linguistics (ACL2019)", | |
| url ="https://arxiv.org/abs/1906.02361" | |
| } | |
| ``` | |
| ### Contributions | |
| Thanks to [@lewtun](https://github.com/lewtun), [@thomwolf](https://github.com/thomwolf), [@mariamabarham](https://github.com/mariamabarham), [@patrickvonplaten](https://github.com/patrickvonplaten), [@albertvillanova](https://github.com/albertvillanova), [@lhoestq](https://github.com/lhoestq) for adding this dataset. | |