|
| 数据集 |
Word2vec (%) |
伯特(%) |
| 支持向量机 |
美国有线电视新闻网 |
LSTM |
有氯 |
L-C |
CL-S |
LC-S |
支持向量机 |
美国有线电视新闻网 |
LSTM |
有氯 |
L-C |
CL-S |
LC-S |
|
| Sentiment140 (10%) |
74.2 |
80.6 |
80.0 |
79.4 |
78.9 |
80.0 |
80.5 |
84.7 |
84.1 |
84.2 |
84.1 |
84.1 |
84.2 |
83.9 |
| 推特航空公司 |
83.0 |
86.3 |
88.2 |
88.1 |
87.4 |
88.8 |
87.7 |
91.9 |
92.9 |
92.8 |
93.0 |
92.8 |
93.1 |
92.5 |
| tweet SemEval |
80.1 |
84.1 |
87.4 |
88.3 |
86.4 |
85.2 |
85.0 |
91.6 |
92.2 |
92.1 |
92.3 |
91.6 |
91.8 |
92.1 |
| IMDb影评(1) |
78.9 |
89.2 |
90.0 |
88.9 |
90.1 |
90.1 |
90.1 |
93.2 |
93.6 |
93.3 |
93.1 |
93.6 |
93.4 |
93.4 |
| IMDb电影评论(2) |
82.9 |
86.9 |
85.4 |
87.6 |
89.6 |
89.6 |
89.3 |
90.6 |
90.9 |
90.7 |
90.9 |
90.8 |
90.9 |
90.8 |
| 康奈尔大学的影评 |
67.1 |
73.6 |
75.1 |
71.1 |
77.4 |
75.7 |
75.6 |
84.5 |
87.2 |
86.6 |
86.6 |
86.8 |
86.7 |
87.1 |
| 书评 |
72.6 |
78.0 |
78.2 |
76.3 |
83.4 |
78.2 |
83.4 |
90.7 |
90.8 |
90.8 |
90.5 |
91.0 |
90.9 |
91.0 |
| 音乐评论 |
75.7 |
75.8 |
79.4 |
70.8 |
80.8 |
76.5 |
82.8 |
87.7 |
88.5 |
88.8 |
88.2 |
88.3 |
87.9 |
89.2 |
|
|
