Datasets:
Languages:
English
Multilinguality:
monolingual
Size Categories:
1K<n<10K
Language Creators:
found
Annotations Creators:
crowdsourced
Source Datasets:
original
ArXiv:
Tags:
License:
annotations_creators: | |
- crowdsourced | |
language_creators: | |
- found | |
language: | |
- en | |
license: | |
- cc-by-4.0 | |
multilinguality: | |
- monolingual | |
size_categories: | |
- 1K<n<10K | |
source_datasets: | |
- original | |
task_categories: | |
- question-answering | |
- multiple-choice | |
task_ids: | |
- extractive-qa | |
- multiple-choice-qa | |
paperswithcode_id: qasc | |
pretty_name: Question Answering via Sentence Composition (QASC) | |
dataset_info: | |
features: | |
- name: id | |
dtype: string | |
- name: question | |
dtype: string | |
- name: choices | |
sequence: | |
- name: text | |
dtype: string | |
- name: label | |
dtype: string | |
- name: answerKey | |
dtype: string | |
- name: fact1 | |
dtype: string | |
- name: fact2 | |
dtype: string | |
- name: combinedfact | |
dtype: string | |
- name: formatted_question | |
dtype: string | |
splits: | |
- name: train | |
num_bytes: 4891878 | |
num_examples: 8134 | |
- name: test | |
num_bytes: 390534 | |
num_examples: 920 | |
- name: validation | |
num_bytes: 559180 | |
num_examples: 926 | |
download_size: 2349698 | |
dataset_size: 5841592 | |
configs: | |
- config_name: default | |
data_files: | |
- split: train | |
path: data/train-* | |
- split: test | |
path: data/test-* | |
- split: validation | |
path: data/validation-* | |
# Dataset Card for "qasc" | |
## 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/qasc](https://allenai.org/data/qasc) | |
- **Repository:** https://github.com/allenai/qasc/ | |
- **Paper:** [QASC: A Dataset for Question Answering via Sentence Composition](https://arxiv.org/abs/1910.11473) | |
- **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:** 1.61 MB | |
- **Size of the generated dataset:** 5.87 MB | |
- **Total amount of disk used:** 7.49 MB | |
### Dataset Summary | |
QASC is a question-answering dataset with a focus on sentence composition. It consists of 9,980 8-way multiple-choice | |
questions about grade school science (8,134 train, 926 dev, 920 test), and comes with a corpus of 17M sentences. | |
### 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 | |
#### default | |
- **Size of downloaded dataset files:** 1.61 MB | |
- **Size of the generated dataset:** 5.87 MB | |
- **Total amount of disk used:** 7.49 MB | |
An example of 'validation' looks as follows. | |
``` | |
{ | |
"answerKey": "F", | |
"choices": { | |
"label": ["A", "B", "C", "D", "E", "F", "G", "H"], | |
"text": ["sand", "occurs over a wide range", "forests", "Global warming", "rapid changes occur", "local weather conditions", "measure of motion", "city life"] | |
}, | |
"combinedfact": "Climate is generally described in terms of local weather conditions", | |
"fact1": "Climate is generally described in terms of temperature and moisture.", | |
"fact2": "Fire behavior is driven by local weather conditions such as winds, temperature and moisture.", | |
"formatted_question": "Climate is generally described in terms of what? (A) sand (B) occurs over a wide range (C) forests (D) Global warming (E) rapid changes occur (F) local weather conditions (G) measure of motion (H) city life", | |
"id": "3NGI5ARFTT4HNGVWXAMLNBMFA0U1PG", | |
"question": "Climate is generally described in terms of what?" | |
} | |
``` | |
### Data Fields | |
The data fields are the same among all splits. | |
#### default | |
- `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. | |
- `fact1`: a `string` feature. | |
- `fact2`: a `string` feature. | |
- `combinedfact`: a `string` feature. | |
- `formatted_question`: a `string` feature. | |
### Data Splits | |
| name |train|validation|test| | |
|-------|----:|---------:|---:| | |
|default| 8134| 926| 920| | |
## 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 | |
The dataset is released under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) license. | |
### Citation Information | |
``` | |
@article{allenai:qasc, | |
author = {Tushar Khot and Peter Clark and Michal Guerquin and Peter Jansen and Ashish Sabharwal}, | |
title = {QASC: A Dataset for Question Answering via Sentence Composition}, | |
journal = {arXiv:1910.11473v2}, | |
year = {2020}, | |
} | |
``` | |
### Contributions | |
Thanks to [@thomwolf](https://github.com/thomwolf), [@patrickvonplaten](https://github.com/patrickvonplaten), [@lewtun](https://github.com/lewtun) for adding this dataset. |