Datasets:
Tasks:
Text2Text Generation
Languages:
Bengali
Multilinguality:
monolingual
Size Categories:
100k<n<1M
Language Creators:
found
Annotations Creators:
found
Source Datasets:
original
ArXiv:
License:
annotations_creators: | |
- found | |
language_creators: | |
- found | |
language: | |
- bn | |
license: | |
- cc-by-nc-sa-4.0 | |
multilinguality: | |
- monolingual | |
size_categories: | |
- 100k<n<1M | |
source_datasets: | |
- original | |
task_categories: | |
- text2text-generation | |
task_ids: [] | |
pretty_name: BanglaParaphrase | |
tags: | |
- conditional-text-generation | |
- paraphrase-generation | |
# Dataset Card for "BanglaParaphrase" | |
## Table of Contents | |
- [Dataset Card Creation Guide](#dataset-card-creation-guide) | |
- [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) | |
- [Data Fields](#data-fields) | |
- [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 | |
- **Repository:** [https://github.com/csebuetnlp/banglaparaphrase](https://github.com/csebuetnlp/banglaparaphrase) | |
- **Paper:** [BanglaParaphrase: A High-Quality Bangla Paraphrase Dataset](https://arxiv.org/abs/2210.05109) | |
- **Point of Contact:** [Najrin Sultana](mailto:nazrinshukti@gmail.com) | |
### Dataset Summary | |
We present BanglaParaphrase, a high quality synthetic Bangla paraphrase dataset containing about 466k paraphrase pairs. | |
The paraphrases ensures high quality by being semantically coherent and syntactically diverse. | |
### Supported Tasks and Leaderboards | |
[More information needed](https://github.com/csebuetnlp/banglaparaphrase) | |
### Languages | |
- `bengali` | |
## Loading the dataset | |
```python | |
from datasets import load_dataset | |
from datasets import load_dataset | |
ds = load_dataset("csebuetnlp/BanglaParaphrase") | |
``` | |
## Dataset Structure | |
### Data Instances | |
One example from the `train` part of the dataset is given below in JSON format. | |
``` | |
{ | |
"source": "বেশিরভাগ সময় প্রকৃতির দয়ার ওপরেই বেঁচে থাকতেন উপজাতিরা।", | |
"target": "বেশিরভাগ সময়ই উপজাতিরা প্রকৃতির দয়ার উপর নির্ভরশীল ছিল।" | |
} | |
``` | |
### Data Fields | |
- 'source': A string representing the source sentence. | |
- 'target': A string representing the target sentence. | |
### Data Splits | |
Dataset with train-dev-test example counts are given below: | |
Language | ISO 639-1 Code | Train | Validation | Test | | |
-------------- | ---------------- | ------- | ----- | ------ | | |
Bengali | bn | 419, 967 | 233, 31 | 233, 32 | | |
## Dataset Creation | |
### Curation Rationale | |
[More information needed](https://github.com/csebuetnlp/banglaparaphrase) | |
### Source Data | |
[Roar Bangla](https://roar.media/bangla) | |
#### Initial Data Collection and Normalization | |
[Detailed in the paper](https://arxiv.org/abs/2210.05109) | |
#### Who are the source language producers? | |
[Detailed in the paper](https://arxiv.org/abs/2210.05109) | |
### Annotations | |
[Detailed in the paper](https://arxiv.org/abs/2210.05109) | |
#### Annotation process | |
[Detailed in the paper](https://arxiv.org/abs/2210.05109) | |
#### Who are the annotators? | |
[Detailed in the paper](https://arxiv.org/abs/2210.05109) | |
### Personal and Sensitive Information | |
[More information needed](https://github.com/csebuetnlp/banglaparaphrase) | |
## Considerations for Using the Data | |
### Social Impact of Dataset | |
[More information needed](https://github.com/csebuetnlp/banglaparaphrase) | |
### Discussion of Biases | |
[More information needed](https://github.com/csebuetnlp/banglaparaphrase) | |
### Other Known Limitations | |
[More information needed](https://github.com/csebuetnlp/banglaparaphrase) | |
## Additional Information | |
### Dataset Curators | |
[More information needed](https://github.com/csebuetnlp/banglaparaphrase) | |
### Licensing Information | |
Contents of this repository are restricted to only non-commercial research purposes under the [Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License (CC BY-NC-SA 4.0)](https://creativecommons.org/licenses/by-nc-sa/4.0/). Copyright of the dataset contents belongs to the original copyright holders. | |
### Citation Information | |
``` | |
@article{akil2022banglaparaphrase, | |
title={BanglaParaphrase: A High-Quality Bangla Paraphrase Dataset}, | |
author={Akil, Ajwad and Sultana, Najrin and Bhattacharjee, Abhik and Shahriyar, Rifat}, | |
journal={arXiv preprint arXiv:2210.05109}, | |
year={2022} | |
} | |
``` | |
### Contributions | |