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distil_multilabel_vi_essay_categorizer
PaulTran/distil_multilabel_vi_essay_categorizer
distil_multilabel_vi_essay_categorizer is a text classification model from PaulTran. Use it when you need a label for a piece of text. It is set up for transformers.
This is a finetuned DistilBERT model for Vietnamese essay categories classification. - At primary levels of education in Vietnam, students are introduced to 5 categories of essays: - Argumentative - Nghị luận - Anecdo…
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At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- distilbert
- Access
- Public
- Created
- Nov 17, 2022
- Updated
- Dec 4, 2022
- SHA
- c8a92f33
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Model card
From the Hugging Face model README
This is a finetuned DistilBERT model for Vietnamese essay categories classification.
Overview
- At primary levels of education in Vietnam, students are introduced to 5 categories of essays:
- Argumentative - Nghị luận
- Anecdote - Biểu cảm
- Descriptive - Miêu tả
- Narrative - Tự sự
- Expository - Thuyết minh
- This model will classify sentences into these 5 categories
Pretrained model used in this pipeline:
- This pipeline includes pre-trained distilbert-base-multilingual-cased and a Multi-label Classification head trained on 8000 manually labeled sample essay sentences.
- The dataset can be found on Kaggle
- Usage of distilbert-base-multilingual-cased can be found on Huggingface
Citation:
@article{Sanh2019DistilBERTAD,
title={DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter},
author={Victor Sanh and Lysandre Debut and Julien Chaumond and Thomas Wolf},
journal={ArXiv},
year={2019},
volume={abs/1910.01108}
}
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- Languages
- vi
- Created
- Nov 17, 2022
- Updated
- Dec 4, 2022