Datasets:
Sub-tasks:
sentiment-analysis
Languages:
Persian
Multilinguality:
monolingual
Size Categories:
1K<n<10K
Language Creators:
expert-generated
Annotations Creators:
expert-generated
Source Datasets:
extended|translated|mnli
ArXiv:
Tags:
License:
annotations_creators: | |
- expert-generated | |
language_creators: | |
- expert-generated | |
language: | |
- fa | |
license: | |
- cc-by-nc-sa-4.0 | |
multilinguality: | |
- monolingual | |
size_categories: | |
- 1K<n<10K | |
source_datasets: | |
- extended|translated|mnli | |
task_categories: | |
- sentiment-analysis | |
task_ids: | |
- sentiment-analysis | |
# Dataset Card for PersiNLU (Textual Entailment) | |
## Table of Contents | |
- [Dataset Card for PersiNLU (Sentiment Analysis)](#dataset-card-for-persi_sentiment) | |
- [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 | |
- **Homepage:** [Github](https://github.com/persiannlp/parsinlu/) | |
- **Repository:** [Github](https://github.com/persiannlp/parsinlu/) | |
- **Paper:** [Arxiv](https://arxiv.org/abs/2012.06154) | |
- **Leaderboard:** | |
- **Point of Contact:** d.khashabi@gmail.com | |
### Dataset Summary | |
A Persian sentiment analysis dataset. | |
### Supported Tasks and Leaderboards | |
[More Information Needed] | |
### Languages | |
The text dataset is in Persian (`fa`). | |
## Dataset Structure | |
### Data Instances | |
Here is an example from the dataset: | |
```json | |
{ | |
"review": "خوب بود ولی خیلی گرون شده دیگه...فک نکنم به این قیمت ارزش خرید داشته باشد", | |
"review_id": "1538", | |
"example_id": "4", | |
"excel_id": "food_194", | |
"question": "نظر شما در مورد بسته بندی و نگهداری این حلوا شکری، ارده و کنجد چیست؟", | |
"category": "حلوا شکری، ارده و کنجد", | |
"aspect": "بسته بندی", | |
"label": "-3", | |
"guid": "food-dev-r1538-e4" | |
} | |
``` | |
### Data Fields | |
- `review`: the review text. | |
- `review_id`: a unique id associated with the review. | |
- `example_id`: a unique id associated with a particular attribute being addressed about the review. | |
- `question`: a natural language question about a particular attribute. | |
- `category`: the subject discussed in the review. | |
- `aspect`: the aspect mentioned in the input question. | |
- `label`: the overall sentiment towards this particular subject, in the context of the mentioned aspect. Here are the definition of the labels: | |
``` | |
'-3': 'no sentiment expressed', | |
'-2': 'very negative', | |
'-1': 'negative', | |
'0': 'neutral', | |
'1': 'positive', | |
'2': 'very positive', | |
'3': 'mixed', | |
``` | |
### Data Splits | |
See the data. | |
## Dataset Creation | |
### Curation Rationale | |
For details, check [the corresponding draft](https://arxiv.org/abs/2012.06154). | |
### Source Data | |
#### Initial Data Collection and Normalization | |
[More Information Needed] | |
#### Who are the source language producers? | |
[More Information Needed] | |
### Annotations | |
#### Annotation process | |
[More Information Needed] | |
#### Who are the annotators? | |
[More Information Needed] | |
### Personal and Sensitive Information | |
[More Information Needed] | |
## Considerations for Using the Data | |
### Social Impact of Dataset | |
[More Information Needed] | |
### Discussion of Biases | |
[More Information Needed] | |
### Other Known Limitations | |
[More Information Needed] | |
## Additional Information | |
### Dataset Curators | |
[More Information Needed] | |
### Licensing Information | |
CC BY-NC-SA 4.0 License | |
### Citation Information | |
```bibtex | |
@article{huggingface:dataset, | |
title = {ParsiNLU: A Suite of Language Understanding Challenges for Persian}, | |
authors = {Khashabi, Daniel and Cohan, Arman and Shakeri, Siamak and Hosseini, Pedram and Pezeshkpour, Pouya and Alikhani, Malihe and Aminnaseri, Moin and Bitaab, Marzieh and Brahman, Faeze and Ghazarian, Sarik and others}, | |
year={2020} | |
journal = {arXiv e-prints}, | |
eprint = {2012.06154}, | |
} | |
``` | |
### Contributions | |
Thanks to [@danyaljj](https://github.com/danyaljj) for adding this dataset. | |