Datasets:
Tasks:
Question Answering
Formats:
parquet
Sub-tasks:
open-domain-qa
Languages:
English
Size:
10K - 100K
License:
--- | |
--- | |
# Dataset Card for "openbookqa" | |
## 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](#dataset-description) | |
- **Homepage:** [https://allenai.org/data/open-book-qa](https://allenai.org/data/open-book-qa) | |
- **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:** 2.76 MB | |
- **Size of the generated dataset:** 2.75 MB | |
- **Total amount of disk used:** 5.51 MB | |
### [Dataset Summary](#dataset-summary) | |
OpenBookQA aims to promote research in advanced question-answering, probing a deeper understanding of both the topic | |
(with salient facts summarized as an open book, also provided with the dataset) and the language it is expressed in. In | |
particular, it contains questions that require multi-step reasoning, use of additional common and commonsense knowledge, | |
and rich text comprehension. | |
OpenBookQA is a new kind of question-answering dataset modeled after open book exams for assessing human understanding of | |
a subject. | |
### [Supported Tasks](#supported-tasks) | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### [Languages](#languages) | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
## [Dataset Structure](#dataset-structure) | |
We show detailed information for up to 5 configurations of the dataset. | |
### [Data Instances](#data-instances) | |
#### additional | |
- **Size of downloaded dataset files:** 1.38 MB | |
- **Size of the generated dataset:** 1.38 MB | |
- **Total amount of disk used:** 2.75 MB | |
An example of 'train' looks as follows. | |
``` | |
``` | |
#### main | |
- **Size of downloaded dataset files:** 1.38 MB | |
- **Size of the generated dataset:** 1.38 MB | |
- **Total amount of disk used:** 2.75 MB | |
An example of 'validation' looks as follows. | |
``` | |
``` | |
### [Data Fields](#data-fields) | |
The data fields are the same among all splits. | |
#### additional | |
- `id`: a `string` feature. | |
- `question_stem`: a `string` feature. | |
- `choices`: a dictionary feature containing: | |
- `text`: a `string` feature. | |
- `label`: a `string` feature. | |
- `answerKey`: a `string` feature. | |
#### main | |
- `id`: a `string` feature. | |
- `question_stem`: a `string` feature. | |
- `choices`: a dictionary feature containing: | |
- `text`: a `string` feature. | |
- `label`: a `string` feature. | |
- `answerKey`: a `string` feature. | |
### [Data Splits Sample Size](#data-splits-sample-size) | |
| name |train|validation|test| | |
|----------|----:|---------:|---:| | |
|additional| 4957| 500| 500| | |
|main | 4957| 500| 500| | |
## [Dataset Creation](#dataset-creation) | |
### [Curation Rationale](#curation-rationale) | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### [Source Data](#source-data) | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### [Annotations](#annotations) | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### [Personal and Sensitive Information](#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](#considerations-for-using-the-data) | |
### [Social Impact of Dataset](#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](#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](#other-known-limitations) | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
## [Additional Information](#additional-information) | |
### [Dataset Curators](#dataset-curators) | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### [Licensing Information](#licensing-information) | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### [Citation Information](#citation-information) | |
``` | |
@inproceedings{OpenBookQA2018, | |
title={Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question Answering}, | |
author={Todor Mihaylov and Peter Clark and Tushar Khot and Ashish Sabharwal}, | |
booktitle={EMNLP}, | |
year={2018} | |
} | |
``` | |
### Contributions | |
Thanks to [@thomwolf](https://github.com/thomwolf), [@patrickvonplaten](https://github.com/patrickvonplaten), [@lewtun](https://github.com/lewtun) for adding this dataset. |