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NLP-AriaBert-Digimag
Arshia-HZ/NLP-AriaBert-Digimag
NLP-AriaBert-Digimag is a text classification model from Arshia-HZ. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as apache-2.0.
The task target is labeling texts in a supervised manner in both existing datasets DigiMag and Persian News.
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- roberta
- Access
- Public
- Created
- May 20, 2024
- Updated
- May 20, 2024
- SHA
- f226b616
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Model card
From the Hugging Face model README
Persian Text Classification [DigiMag, Persian News]
The task target is labeling texts in a supervised manner in both existing datasets DigiMag and Persian News.
DigiMag
A total of 8,515 articles scraped from Digikala Online Magazine. This dataset includes seven different classes.
- Video Games
- Shopping Guide
- Health Beauty
- Science Technology
- General
- Art Cinema
- Books Literature
| Label | # |
|---|---|
| Video Games | 1967 |
| Shopping Guide | 125 |
| Health Beauty | 1610 |
| Science Technology | 2772 |
| General | 120 |
| Art Cinema | 1667 |
| Books Literature | 254 |
Download You can download the dataset from here
Results
The following table summarizes the F1 score obtained by ParsBERT as compared to other models and architectures.
| Dataset | ParsBERT v2 | ParsBERT v1 | mBERT |
|---|---|---|---|
| Digikala Magazine | 93.65* | 93.59 | 90.72 |
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- License
- apache-2.0
- Languages
- fa
- Created
- May 20, 2024
- Updated
- May 20, 2024