|
| 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 |
79.7 |
80.3 |
80.1 |
79.9 |
80.6 |
79.9 |
83.0 |
84.0 |
84.1 |
84.0 |
84.1 |
83.8 |
84.0 |
| 推特航空公司 |
82.3 |
86.8 |
87.1 |
88.0 |
87.5 |
88.6 |
87.8 |
92.1 |
92.9 |
92.8 |
92.9 |
92.8 |
92.9 |
92.8 |
| tweet SemEval |
80.5 |
84.3 |
86.2 |
84.6 |
86.0 |
85.5 |
85.6 |
91.2 |
92.0 |
91.8 |
92.0 |
91.8 |
91.7 |
91.8 |
| IMDb影评(1) |
78.9 |
87.6 |
88.5 |
89.7 |
90.0 |
90.0 |
90.3 |
93.3 |
93.4 |
93.4 |
93.4 |
93.4 |
93.4 |
93.4 |
| IMDb电影评论(2) |
82.9 |
87.3 |
85.1 |
89.2 |
89.4 |
89.4 |
89.5 |
90.5 |
90.7 |
90.7 |
90.7 |
90.7 |
90.7 |
90.7 |
| 康奈尔大学的影评 |
67.8 |
72.3 |
76.1 |
73.0 |
76.4 |
76.2 |
75.9 |
85.3 |
87.1 |
87.0 |
86.9 |
87.0 |
86.9 |
87.0 |
| 书评 |
79.0 |
76.4 |
77.2 |
75.8 |
83.5 |
78.7 |
83.7 |
90.0 |
90.8 |
91.0 |
90.7 |
91.2 |
90.5 |
91.1 |
| 音乐评论 |
77.2 |
76.5 |
79.6 |
70.9 |
82.1 |
76.6 |
82.7 |
87.9 |
89.3 |
89.3 |
89.2 |
89.2 |
88.9 |
89.6 |
|
|
