|
| 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 |
78.6 |
81.1 |
81.9 |
82.0 |
81.6 |
79.1 |
79.7 |
83.9 |
83.9 |
83.9 |
83.9 |
82.8 |
84.0 |
| 推特航空公司 |
81.0 |
87.6 |
85.7 |
88.1 |
88.0 |
88.4 |
88.0 |
92.3 |
92.9 |
92.8 |
92.7 |
92.8 |
92.8 |
93.1 |
| tweet SemEval |
81.1 |
82.2 |
83.0 |
78.3 |
83.6 |
83.7 |
84.1 |
90.7 |
91.7 |
91.5 |
91.5 |
91.9 |
91.5 |
91.5 |
| IMDb影评(1) |
79年 |
85.6 |
86.7 |
91.0 |
90.2 |
89.9 |
90.5 |
93.4 |
93.2 |
93.5 |
93.7 |
93.2 |
93.4 |
93.5 |
| IMDb电影评论(2) |
82.7 |
87.9 |
84.8 |
91.5 |
89.3 |
89.2 |
89.6 |
90.3 |
90.6 |
90.6 |
90.5 |
90.7 |
90.4 |
90.5 |
| 康奈尔大学的影评 |
69.8 |
70.8 |
78.4 |
82.0 |
74.8 |
77.3 |
76.3 |
86.3 |
86.9 |
87.5 |
87.4 |
87.4 |
87.1 |
86.9 |
| 书评 |
88.3 |
74.8 |
76.3 |
76.3 |
84.0 |
79.9 |
84.0 |
89.0 |
90.7 |
91.2 |
90.9 |
91.4 |
89.8 |
91.1 |
| 音乐评论 |
79.7 |
81.4 |
80.1 |
76.7 |
84.5 |
77.2 |
82.7 |
88.1 |
90.2 |
89.9 |
90.3 |
90.3 |
90.1 |
90.0 |
|
|
