这里使用fastNLP复现以下模型:
char_cnn :论文链接Character-level Convolutional Networks for Text Classification
dpcnn:论文链接Deep Pyramid Convolutional Neural Networks for TextCategorization
HAN:论文链接Hierarchical Attention Networks for Document Classification
#待补充
awd_lstm:
lstm_self_attention(BCN?):
awd-sltm:
使用fastNLP复现的结果vs论文汇报结果(/前为fastNLP实现,后面为论文报道,-表示论文没有在该数据集上列出结果)
model name | yelp_p | sst-2 | IMDB |
---|---|---|---|
char_cnn | 93.80/95.12 | - | - |
dpcnn | 95.50/97.36 | - | - |
HAN | - | - | - |
BCN | - | - | - |
awd-lstm | - | - | - |