|
| 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%) |
74.1 |
79.5 |
80.5 |
80.4 |
80.3 |
80.8 |
79.8 |
81.8 |
84.0 |
84.1 |
84.0 |
84.0 |
83.3 |
83.9 |
| 推特航空公司 |
82.0 |
86.9 |
86.9 |
87.9 |
87.6 |
88.5 |
87.9 |
92.0 |
92.9 |
92.8 |
92.8 |
92.8 |
92.9 |
92.8 |
| tweet SemEval |
80.6 |
83.1 |
84.9 |
82.8 |
84.9 |
84.4 |
84.5 |
91.1 |
91.9 |
91.8 |
91.9 |
91.8 |
91.6 |
91.8 |
| IMDb影评(1) |
78.9 |
87.3 |
88.3 |
89.8 |
90.1 |
90.0 |
90.3 |
93.3 |
93.4 |
93.4 |
93.4 |
93.4 |
93.4 |
93.4 |
| IMDb电影评论(2) |
82.8 |
87.4 |
85.0 |
89.5 |
89.4 |
89.4 |
89.5 |
90.4 |
90.7 |
90.6 |
90.7 |
90.7 |
90.6 |
90.7 |
| 康奈尔大学的影评 |
68.3 |
71.5 |
76.6 |
75.1 |
76.0 |
76.5 |
75.9 |
85.4 |
87.0 |
87.0 |
87.0 |
87.1 |
86.9 |
87.0 |
| 书评 |
79.5 |
75.9 |
76.7 |
75.6 |
83.5 |
79.0 |
83.7 |
89.8 |
90.7 |
91.0 |
90.7 |
91.1 |
90.3 |
91.0 |
| 音乐评论 |
77.3 |
77.3 |
79.6 |
72.5 |
82.3 |
76.7 |
82.7 |
87.8 |
89.3 |
89.3 |
89.1 |
89.2 |
88.9 |
89.6 |
|
|
