Review Sentiment Classification on IMDB (test)
1.185RMSEHUAPA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HUAPAuser and product information=true2018.01 | 1.185 | 55 | |
| HCSC2018.06 | 1.213 | 0.542 | |
| RNN+CSAAWord Encoder=RNN2018.06 | 1.237 | 0.527 | |
| NSC+UPA(BiLSTM)user and product information=true2018.01 | 1.247 | 52.9 | |
| CNN+CSAAWord Encoder=CNN2018.06 | 1.256 | 0.522 | |
| NSC+UPAuser and product information=true2018.01 | 1.281 | 53.3 | |
| NSC2018.06 | 1.281 | 0.533 | |
| NSC+LA(BiLSTM)user and product information=false2018.01 | 1.325 | 49 | |
| UPDMN2018.06 | 1.351 | 0.465 | |
| TLFM+PRC2018.06 | 1.352 | — | |
| NSC+LAuser and product information=false2018.01 | 1.381 | 48.7 | |
| UPNN(NSC)user and product information=true2018.01 | 1.443 | 47.1 | |
| LUPDRuser and product information=true2018.01 | 1.451 | 48.8 | |
| TUPCNN2018.06 | 1.451 | 0.488 | |
| NSCuser and product information=false2018.01 | 1.465 | 44.3 | |
| UPNN(CNN)user and product information=true2018.01 | 1.602 | 43.5 | |
| UPNN2018.06 | 1.602 | 0.435 | |
| UPNN(CNN and no UP)user and product information=false2018.01 | 1.629 | 40.5 | |
| RNTN+Recurrentuser and product information=false2018.01 | 1.764 | 40 | |
| Trigram+UPFuser and product information=true2018.01 | 1.764 | 40.4 | |
| JMARSuser and product information=true2018.01 | 1.773 | — | |
| JMARS2018.06 | 1.773 | — | |
| TextFeature+UPFuser and product information=true2018.01 | 1.774 | 40.2 | |
| Trigramuser and product information=false2018.01 | 1.783 | 39.9 | |
| TextFeatureuser and product information=false2018.01 | 1.793 | 40.2 | |
| Paragraph Vectoruser and product information=false2018.01 | 1.814 | 34.1 | |
| SSWE+SVMuser and product information=false2018.01 | 1.973 | 31.2 | |
| AvgWordvec+SVMuser and product information=false2018.01 | 1.985 | 30.4 | |
| Majorityuser and product information=false2018.01 | 2.495 | 19.6 |