sentiment-analysis
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用MLP、TextCNN、RNN、LSTM、GRU、Attention、RCNN、BERT做文本分类、情感分析,对比各模型于温泉旅游评论垂类语料下在情感分类任务上的表现
sentiment-analysis
用MLP、TextCNN、RNN、LSTM、GRU、Attention、RCNN、BERT做文本分类、情感分析,对比各模型于温泉旅游评论垂类语料下在情感分类任务上的表现
简介
框架
- PyTorch
- huggingface/transformers
- scikit-learn
- pandas
- Matplotlib
- synonyms
模型
- MLP
- MLP1H
- MLP2H
- MLP6H
- TextCNN
- TextCNN1d
- TextCNN2d
- RNNs
- Bi-RNN
- Bi-LSTM
- Bi-GRU
- Attention
- Bi-LSTM+Attention
- RCNN
- BERT
- BERT
- BERT+TextCNN2d
- BERT+Bi-LSTM+Attention
- BERT+RCNN
数据集
训练过程
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MLP1H, MLP2H, MLP6H
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TextCNN1d, TextCNN2d
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Bi-RNN, Bi-LSTM, Bi-GRU
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Bi-LSTM+Attention, RCNN, Bi-LSTM
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BERT, BERT+TextCNN2D, BERT+Bi-LSTM+Attention, BERT+RCNN
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MLP1H, TextCNN1D, Bi-LSTM+Attention, RCNN, BERT