Datasets:
Tasks:
Question Answering
Languages:
English
Multilinguality:
monolingual
Size Categories:
1K<n<10K
Language Creators:
crowdsourced
Annotations Creators:
crowdsourced
Source Datasets:
original
Tags:
License:
annotations_creators: | |
- crowdsourced | |
language_creators: | |
- crowdsourced | |
language: | |
- en | |
license: | |
- cc-by-4.0 | |
multilinguality: | |
- monolingual | |
size_categories: | |
- 1K<n<10K | |
source_datasets: | |
- original | |
task_categories: | |
- question-answering | |
task_ids: | |
- extractive-qa | |
- open-domain-qa | |
paperswithcode_id: quartz | |
pretty_name: QuaRTz | |
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: para | |
dtype: string | |
- name: para_id | |
dtype: string | |
- name: para_anno | |
struct: | |
- name: effect_prop | |
dtype: string | |
- name: cause_dir_str | |
dtype: string | |
- name: effect_dir_str | |
dtype: string | |
- name: cause_dir_sign | |
dtype: string | |
- name: effect_dir_sign | |
dtype: string | |
- name: cause_prop | |
dtype: string | |
- name: question_anno | |
struct: | |
- name: more_effect_dir | |
dtype: string | |
- name: less_effect_dir | |
dtype: string | |
- name: less_cause_prop | |
dtype: string | |
- name: more_effect_prop | |
dtype: string | |
- name: less_effect_prop | |
dtype: string | |
- name: less_cause_dir | |
dtype: string | |
splits: | |
- name: train | |
num_bytes: 1188342 | |
num_examples: 2696 | |
- name: test | |
num_bytes: 348644 | |
num_examples: 784 | |
- name: validation | |
num_bytes: 174491 | |
num_examples: 384 | |
download_size: 569255 | |
dataset_size: 1711477 | |
configs: | |
- config_name: default | |
data_files: | |
- split: train | |
path: data/train-* | |
- split: test | |
path: data/test-* | |
- split: validation | |
path: data/validation-* | |
# Dataset Card for "quartz" | |
## 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/quartz](https://allenai.org/data/quartz) | |
- **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:** 0.49 MB | |
- **Size of the generated dataset:** 1.72 MB | |
- **Total amount of disk used:** 2.22 MB | |
### Dataset Summary | |
QuaRTz is a crowdsourced dataset of 3864 multiple-choice questions about open domain qualitative relationships. Each | |
question is paired with one of 405 different background sentences (sometimes short paragraphs). | |
The QuaRTz dataset V1 contains 3864 questions about open domain qualitative relationships. Each question is paired with | |
one of 405 different background sentences (sometimes short paragraphs). | |
The dataset is split into train (2696), dev (384) and test (784). A background sentence will only appear in a single split. | |
### 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:** 0.49 MB | |
- **Size of the generated dataset:** 1.72 MB | |
- **Total amount of disk used:** 2.22 MB | |
An example of 'train' looks as follows. | |
``` | |
{ | |
"answerKey": "A", | |
"choices": { | |
"label": ["A", "B"], | |
"text": ["higher", "lower"] | |
}, | |
"id": "QRQA-10116-3", | |
"para": "Electrons at lower energy levels, which are closer to the nucleus, have less energy.", | |
"para_anno": { | |
"cause_dir_sign": "LESS", | |
"cause_dir_str": "closer", | |
"cause_prop": "distance from a nucleus", | |
"effect_dir_sign": "LESS", | |
"effect_dir_str": "less", | |
"effect_prop": "energy" | |
}, | |
"para_id": "QRSent-10116", | |
"question": "Electrons further away from a nucleus have _____ energy levels than close ones.", | |
"question_anno": { | |
"less_cause_dir": "electron energy levels", | |
"less_cause_prop": "nucleus", | |
"less_effect_dir": "lower", | |
"less_effect_prop": "electron energy levels", | |
"more_effect_dir": "higher", | |
"more_effect_prop": "electron energy levels" | |
} | |
} | |
``` | |
### 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. | |
- `para`: a `string` feature. | |
- `para_id`: a `string` feature. | |
- `effect_prop`: a `string` feature. | |
- `cause_dir_str`: a `string` feature. | |
- `effect_dir_str`: a `string` feature. | |
- `cause_dir_sign`: a `string` feature. | |
- `effect_dir_sign`: a `string` feature. | |
- `cause_prop`: a `string` feature. | |
- `more_effect_dir`: a `string` feature. | |
- `less_effect_dir`: a `string` feature. | |
- `less_cause_prop`: a `string` feature. | |
- `more_effect_prop`: a `string` feature. | |
- `less_effect_prop`: a `string` feature. | |
- `less_cause_dir`: a `string` feature. | |
### Data Splits | |
| name |train|validation|test| | |
|-------|----:|---------:|---:| | |
|default| 2696| 384| 784| | |
## 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 licensed under Creative Commons [Attribution 4.0 International (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/). | |
### Citation Information | |
``` | |
@InProceedings{quartz, | |
author = {Oyvind Tafjord and Matt Gardner and Kevin Lin and Peter Clark}, | |
title = {"QUARTZ: An Open-Domain Dataset of Qualitative Relationship | |
Questions"}, | |
year = {"2019"}, | |
} | |
``` | |
### Contributions | |
Thanks to [@patrickvonplaten](https://github.com/patrickvonplaten), [@lewtun](https://github.com/lewtun), [@thomwolf](https://github.com/thomwolf) for adding this dataset. |