Datasets:
Tasks:
Question Answering
Languages:
English
Multilinguality:
monolingual
Size Categories:
1K<n<10K
Language Creators:
found
Annotations Creators:
found
Source Datasets:
original
ArXiv:
Tags:
License:
--- | |
--- | |
# Dataset Card for "ai2_arc" | |
## 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://allenai.org/data/arc](https://allenai.org/data/arc) | |
- **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:** 1298.60 MB | |
- **Size of the generated dataset:** 2.17 MB | |
- **Total amount of disk used:** 1300.77 MB | |
### Dataset Summary | |
A new dataset of 7,787 genuine grade-school level, multiple-choice science questions, assembled to encourage research in | |
advanced question-answering. The dataset is partitioned into a Challenge Set and an Easy Set, where the former contains | |
only questions answered incorrectly by both a retrieval-based algorithm and a word co-occurrence algorithm. We are also | |
including a corpus of over 14 million science sentences relevant to the task, and an implementation of three neural baseline models for this dataset. We pose ARC as a challenge to the community. | |
### 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 | |
#### ARC-Challenge | |
- **Size of downloaded dataset files:** 649.30 MB | |
- **Size of the generated dataset:** 0.79 MB | |
- **Total amount of disk used:** 650.09 MB | |
An example of 'train' looks as follows. | |
``` | |
{ | |
"answerKey": "B", | |
"choices": { | |
"label": ["A", "B", "C", "D"], | |
"text": ["Shady areas increased.", "Food sources increased.", "Oxygen levels increased.", "Available water increased."] | |
}, | |
"id": "Mercury_SC_405487", | |
"question": "One year, the oak trees in a park began producing more acorns than usual. The next year, the population of chipmunks in the park also increased. Which best explains why there were more chipmunks the next year?" | |
} | |
``` | |
#### ARC-Easy | |
- **Size of downloaded dataset files:** 649.30 MB | |
- **Size of the generated dataset:** 1.38 MB | |
- **Total amount of disk used:** 650.68 MB | |
An example of 'train' looks as follows. | |
``` | |
{ | |
"answerKey": "B", | |
"choices": { | |
"label": ["A", "B", "C", "D"], | |
"text": ["Shady areas increased.", "Food sources increased.", "Oxygen levels increased.", "Available water increased."] | |
}, | |
"id": "Mercury_SC_405487", | |
"question": "One year, the oak trees in a park began producing more acorns than usual. The next year, the population of chipmunks in the park also increased. Which best explains why there were more chipmunks the next year?" | |
} | |
``` | |
### Data Fields | |
The data fields are the same among all splits. | |
#### ARC-Challenge | |
- `id`: a `string` feature. | |
- `question`: a `string` feature. | |
- `choices`: a dictionary feature containing: | |
- `text`: a `string` feature. | |
- `label`: a `string` feature. | |
- `answerKey`: a `string` feature. | |
#### ARC-Easy | |
- `id`: a `string` feature. | |
- `question`: a `string` feature. | |
- `choices`: a dictionary feature containing: | |
- `text`: a `string` feature. | |
- `label`: a `string` feature. | |
- `answerKey`: a `string` feature. | |
### Data Splits Sample Size | |
| name |train|validation|test| | |
|-------------|----:|---------:|---:| | |
|ARC-Challenge| 1119| 299|1172| | |
|ARC-Easy | 2251| 570|2376| | |
## 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 | |
``` | |
@article{allenai:arc, | |
author = {Peter Clark and Isaac Cowhey and Oren Etzioni and Tushar Khot and | |
Ashish Sabharwal and Carissa Schoenick and Oyvind Tafjord}, | |
title = {Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge}, | |
journal = {arXiv:1803.05457v1}, | |
year = {2018}, | |
} | |
``` | |
### Contributions | |
Thanks to [@lewtun](https://github.com/lewtun), [@patrickvonplaten](https://github.com/patrickvonplaten), [@thomwolf](https://github.com/thomwolf) for adding this dataset. |