Datasets:
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--- | |
--- | |
# Dataset Card for "cos_e" | |
## Table of Contents | |
- [Dataset Description](#dataset-description) | |
- [Dataset Summary](#dataset-summary) | |
- [Supported Tasks](#supported-tasks) | |
- [Languages](#languages) | |
- [Dataset Structure](#dataset-structure) | |
- [Data Instances](#data-instances) | |
- [Data Fields](#data-fields) | |
- [Data Splits Sample Size](#data-splits-sample-size) | |
- [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 | |
[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 | |
We show detailed information for up to 5 configurations of the dataset. | |
### 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 Sample Size | |
|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 | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### Annotations | |
[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. |