Sentiment Classification on Yelp original 2013 (test)
0.66RMSEHCSC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HCSC2018.06 | 0.66 | 0.657 | — | |
| UPDMN2018.06 | 0.662 | 0.639 | — | |
| CNN+CSAAWord Encoder=CNN2018.06 | 0.665 | 0.654 | — | |
| RNN+CSAAWord Encoder=RNN2018.06 | 0.667 | 0.654 | — | |
| DUPMN2018.09 | 0.667 | 66.2 | 0.375 | |
| NSC2018.06 | 0.692 | 0.65 | — | |
| LSTM+UPAcategory=G32018.09 | 0.692 | 65 | — | |
| TUPCNN2018.06 | 0.694 | 0.639 | — | |
| LSTM+CBAcategory=G22018.09 | 0.697 | 63.8 | — | |
| LSTM+LAcategory=G22018.09 | 0.701 | 62.7 | — | |
| InterSubcategory=G32018.09 | 0.714 | 62.3 | — | |
| TLFM+PRC2018.06 | 0.716 | — | — | |
| UPDMNhop size K=1, category=G32018.09 | 0.72 | 61.3 | 0.425 | |
| CLSTMcategory=G22018.09 | 0.729 | 59.2 | — | |
| UPNNcategory=G32018.09 | 0.764 | 60.8 | 0.447 | |
| UPNN2018.06 | 0.784 | 0.596 | — | |
| TextFeaturecategory=G12018.09 | 0.8 | 57.2 | 0.49 | |
| Trigramcategory=G12018.09 | 0.804 | 57.7 | 0.487 | |
| RNTN+RNNcategory=G22018.09 | 0.804 | 57.4 | — | |
| SSWEcategory=G22018.09 | 0.849 | 54.9 | — | |
| AvgWordveccategory=G12018.09 | 0.893 | 53 | 0.562 | |
| JMARS2018.06 | 0.985 | — | — | |
| Majorityclassifier=SVM2018.09 | 1.097 | 39.2 | 0.779 |