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phobert_multilabel_vi_essay_categorizer
PaulTran/phobert_multilabel_vi_essay_categorizer
phobert_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 - Expres…
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At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- roberta
- Access
- Public
- Created
- Nov 18, 2022
- Updated
- Nov 26, 2022
- SHA
- e3df3c4a
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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
- Expressive - 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 phobert-base and a Multi-label Classification head trained on 8000 manually labeled sample essay sentences.
- The dataset can be found on Kaggle
- Usage of PhoBERT can be found on Huggingface
Citation:
The general architecture and experimental results of PhoBERT can be found in EMNLP-2020 Findings paper:
@article{phobert,
title = {{PhoBERT: Pre-trained language models for Vietnamese}},
author = {Dat Quoc Nguyen and Anh Tuan Nguyen},
journal = {Findings of EMNLP},
year = {2020}
}
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- Languages
- vi
- Created
- Nov 18, 2022
- Updated
- Nov 26, 2022