Datasets:
Tasks:
Question Answering
Modalities:
Text
Formats:
json
Sub-tasks:
extractive-qa
Languages:
Persian
Size:
10K - 100K
License:
annotations_creators: | |
- crowdsourced | |
language_creators: | |
- crowdsourced | |
- found | |
language: | |
- fa | |
license: other | |
multilinguality: | |
- monolingual | |
size_categories: | |
- 1K<n<20K | |
source_datasets: | |
- extended|wikipedia | |
task_categories: | |
- question-answering | |
task_ids: | |
- extractive-qa | |
paperswithcode_id: PersianQuAD | |
pretty_name: PersianQuAD | |
dataset_info: | |
config_name: default | |
features: | |
- name: id | |
dtype: string | |
- name: title | |
dtype: string | |
- name: context | |
dtype: string | |
- name: question | |
dtype: string | |
- name: is_impossible | |
dtype: bool | |
- name: answers | |
sequence: | |
- name: text | |
dtype: string | |
- name: answer_start | |
dtype: int32 | |
splits: | |
- name: train | |
num_bytes: 22790144 | |
num_examples: 18567 | |
- name: test | |
num_bytes: 385787 | |
num_examples: 1000 | |
download_size: 23175931 | |
dataset_size: 23175931 | |
configs: | |
- config_name: default | |
data_files: | |
- split: train | |
path: train.json | |
- split: test | |
path: test.json | |
default: true | |
train-eval-index: | |
- config: default | |
task: question-answering | |
task_id: extractive_question_answering | |
splits: | |
train_split: train | |
test_split: test | |
col_mapping: | |
question: question | |
context: context | |
answers: | |
text: text | |
answer_start: answer_start | |
metrics: | |
- type: squad | |
name: SQuAD | |
# Dataset Card for PersianQuAD | |
## Table of Contents | |
- [Dataset Card for "PersianQuAD"](#dataset-card-for-PersianQuAD) | |
- [Table of Contents](#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) | |
- [plain_text](#plain_text) | |
- [Data Fields](#data-fields) | |
- [plain_text](#plain_text-1) | |
- [Data Splits](#data-splits) | |
- [Dataset Creation](#dataset-creation) | |
- [Curation Rationale](#curation-rationale) | |
- [Source Data](#source-data) | |
- [Initial Data Collection and Normalization](#initial-data-collection-and-normalization) | |
- [Who are the source language producers?](#who-are-the-source-language-producers) | |
- [Annotations](#annotations) | |
- [Annotation process](#annotation-process) | |
- [Who are the annotators?](#who-are-the-annotators) | |
- [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://github.com/BigData-IsfahanUni/PersianQuAD | |
- **Repository:** [More Information Needed](https://github.com/BigData-IsfahanUni/PersianQuAD/tree/main/Dataset) | |
- **Paper:** https://ieeexplore.ieee.org/document/9729745/ | |
- **Point of Contact:** [More Information Needed](https://bigdata-ui.ir/fa/home-fa/#how-to-contribute-to-the-dataset-cards) | |
### Dataset Summary | |
The Native Question Answering Dataset for the Persian Language | |
### Supported Tasks and Leaderboards | |
Question Answering. | |
### Languages | |
Persian(`fa`). | |
## Dataset Structure | |
### Data Instances | |
#### plain_text | |
- **Size of downloaded dataset files:** 22.1 MB | |
An example of 'train' looks as follows. | |
``` | |
{ | |
"answers": { | |
"answer_start": [1], | |
"text": ["This is a test text"] | |
}, | |
"context": "This is a test context.", | |
"id": "1", | |
"question": "Is this a test?", | |
"title": "train test" | |
} | |
``` | |
### Data Fields | |
The data fields are the same among all splits. | |
#### plain_text | |
- `id`: a `string` feature. | |
- `title`: a `string` feature. | |
- `context`: a `string` feature. | |
- `question`: a `string` feature. | |
- `answers`: a dictionary feature containing: | |
- `text`: a `string` feature. | |
- `answer_start`: a `int32` feature. | |
### Data Splits | |
| name |train|test| | |
|----------|----:|---:| | |
|plain_text|18567|1000| | |
## Dataset Creation | |
### Curation Rationale | |
[More Information Needed](https://github.com/BigData-IsfahanUni/PersianQuAD) | |
### Source Data | |
#### Initial Data Collection and Normalization | |
[More Information Needed](https://github.com/BigData-IsfahanUni/PersianQuAD) | |
#### Who are the source language producers? | |
[More Information Needed](https://github.com/BigData-IsfahanUni/PersianQuAD) | |
## Additional Information | |
### Licensing Information | |
The dataset is distributed under the other license. | |
### Citation Information | |
``` | |
@ARTICLE{PersianQuAD-Access, | |
author={Kazemi, Arefeh and Mozafari, Jamshid and Nematbakhsh, Mohammad Ali}, | |
journal={IEEE Access}, | |
title={PersianQuAD: The Native Question Answering Dataset for the Persian Language}, | |
year={2022}, | |
volume={10}, | |
number={}, | |
pages={26045-26057}, | |
doi={10.1109/ACCESS.2022.3157289} | |
} | |
``` | |