Upload 10 files
Browse files- .gitattributes +35 -35
- README.md +72 -0
- added_tokens.json +3 -0
- bpe.codes +0 -0
- config.json +40 -0
- model.safetensors +3 -0
- special_tokens_map.json +9 -0
- tokenizer_config.json +55 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
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README.md
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---
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language: vi
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tags:
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- vietnamese
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- text-classification
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- sentiment-analysis
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- PhoBERT
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- transformers
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license: mit
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datasets:
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- vanhai123/vietnamese-social-comments
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metrics:
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- accuracy
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- f1
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model-index:
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- name: PhoBERT Vietnamese Comment Classifier (4-class)
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results:
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- task:
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type: text-classification
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name: Text Classification
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dataset:
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name: Vietnamese Social Comments
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type: vanhai123/vietnamese-social-comments
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metrics:
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- type: accuracy
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value: 0.86
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- type: f1
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name: f1_macro
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value: 0.83
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---
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# 📄 PhoBERT Vietnamese Comment Classifier (4-class)
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Đây là mô hình phân loại bình luận tiếng Việt thành 4 nhãn cảm xúc sử dụng `vinai/phobert-base`.
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## 🍿️ Các nhãn phân loại
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* `positive` – tích cực
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* `negative` – tiêu cực
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* `neutral` – trung lập
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* `toxic` – kích động, phản cảm
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## 🧠 Mô hình nền
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* **Base model**: [`vinai/phobert-base`](https://huggingface.co/vinai/phobert-base)
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* **Fine-tuned** trên dataset `vanhai123/vietnamese-social-comments` gồm 4,896 bình luận từ TikTok, Facebook, YouTube.
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## 🧪 Kết quả đánh giá
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* Accuracy: **86%**
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* Macro F1-score: **83%**
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## 💻 Sử dụng
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```python
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from transformers import pipeline
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classifier = pipeline("text-classification", model="vanhai123/phobert-vi-comment-4class")
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classifier("Video này thật sự rất bổ ích và thú vị!")
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```
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## 📾 Dataset
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* [Vietnamese Social Comments dataset](https://huggingface.co/datasets/vanhai123/vietnamese-social-comments)
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## 👤 Tác giả
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* Hà Văn Hải – [vanhai11203@gmail.com](mailto:vanhai11203@gmail.com)
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* Hugging Face: [vanhai123](https://huggingface.co/vanhai123)
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##
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added_tokens.json
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{
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"<mask>": 64000
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}
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bpe.codes
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config.json
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{
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"architectures": [
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"RobertaForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": 0,
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"classifier_dropout": null,
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"eos_token_id": 2,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"id2label": {
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"0": "LABEL_0",
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"layer_norm_eps": 1e-05,
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"model_type": "roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"tokenizer_class": "PhobertTokenizer",
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"torch_dtype": "float32",
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"transformers_version": "4.51.3",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 64001
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:2ab17ea16c45d4a00953335b1e14ec70019bdd594d30dbd2d3ae8df784c79d83
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size 540029536
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special_tokens_map.json
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tokenizer_config.json
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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size 5240
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vocab.txt
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