|
--- |
|
annotations_creators: |
|
- found |
|
language_creators: |
|
- found |
|
language: |
|
- en |
|
license: |
|
- cc-by-sa-4.0 |
|
multilinguality: |
|
- monolingual |
|
size_categories: |
|
- 1K<n<10K |
|
source_datasets: |
|
- original |
|
task_categories: |
|
- question-answering |
|
task_ids: |
|
- open-domain-qa |
|
- multiple-choice-qa |
|
pretty_name: Ai2Arc |
|
language_bcp47: |
|
- en-US |
|
dataset_info: |
|
- config_name: ARC-Challenge |
|
features: |
|
- name: id |
|
dtype: string |
|
- name: question |
|
dtype: string |
|
- name: choices |
|
sequence: |
|
- name: text |
|
dtype: string |
|
- name: label |
|
dtype: string |
|
- name: answerKey |
|
dtype: string |
|
splits: |
|
- name: train |
|
num_bytes: 349760 |
|
num_examples: 1119 |
|
- name: test |
|
num_bytes: 375511 |
|
num_examples: 1172 |
|
- name: validation |
|
num_bytes: 96660 |
|
num_examples: 299 |
|
download_size: 449460 |
|
dataset_size: 821931 |
|
- config_name: ARC-Easy |
|
features: |
|
- name: id |
|
dtype: string |
|
- name: question |
|
dtype: string |
|
- name: choices |
|
sequence: |
|
- name: text |
|
dtype: string |
|
- name: label |
|
dtype: string |
|
- name: answerKey |
|
dtype: string |
|
splits: |
|
- name: train |
|
num_bytes: 623254 |
|
num_examples: 2251 |
|
- name: test |
|
num_bytes: 661997 |
|
num_examples: 2376 |
|
- name: validation |
|
num_bytes: 158498 |
|
num_examples: 570 |
|
download_size: 680841265 |
|
dataset_size: 1443749 |
|
configs: |
|
- config_name: ARC-Challenge |
|
data_files: |
|
- split: train |
|
path: ARC-Challenge/train-* |
|
- split: test |
|
path: ARC-Challenge/test-* |
|
- split: validation |
|
path: ARC-Challenge/validation-* |
|
--- |
|
|
|
# Dataset Card for "ai2_arc" |
|
|
|
## 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://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:** 1361.68 MB |
|
- **Size of the generated dataset:** 2.28 MB |
|
- **Total amount of disk used:** 1363.96 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 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 |
|
|
|
#### ARC-Challenge |
|
|
|
- **Size of downloaded dataset files:** 680.84 MB |
|
- **Size of the generated dataset:** 0.83 MB |
|
- **Total amount of disk used:** 681.67 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:** 680.84 MB |
|
- **Size of the generated dataset:** 1.45 MB |
|
- **Total amount of disk used:** 682.29 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 |
|
|
|
| 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 |
|
|
|
#### 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 |
|
|
|
``` |
|
@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. |
