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🚀 ParsBERT (v2.0)

A Transformer-based Model for Persian Language Understanding

We reconstructed the vocabulary and fine-tuned ParsBERT v1.1 on new Persian corpora to enable the use of ParsBERT in other scenarios. For the latest information on previous and current models, please follow the ParsBERT repository.

🚀 Quick Start

Persian Text Classification [DigiMag, Persian News]

The goal is to label texts in a supervised way for both the DigiMag and Persian News datasets.

DigiMag

A total of 8,515 articles were scraped from Digikala Online Magazine. This dataset has seven different classes:

1. Video Games
2. Shopping Guide
3. Health Beauty
4. Science Technology
5. General
6. Art Cinema
7. Books Literature

Download You can download the dataset from here

✨ Features

Results

The following table summarizes the F1 score of ParsBERT compared to other models and architectures.

💻 Usage Examples

Basic Usage

Task	Notebook
Text Classification

📄 License

This project is licensed under the Apache-2.0 license.

BibTeX entry and citation info

Please cite in publications as the following:

@article{ParsBERT,
    title={ParsBERT: Transformer-based Model for Persian Language Understanding},
    author={Mehrdad Farahani, Mohammad Gharachorloo, Marzieh Farahani, Mohammad Manthouri},
    journal={ArXiv},
    year={2020},
    volume={abs/2005.12515}
}

📚 Documentation

Questions?

Post a Github issue on the ParsBERT Issues repo.