Review Sentiment Classification on Yelp 2014 (test)
68.6AccuracyHUAPA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HUAPAuser and product information=true2018.01 | 68.6 | 0.626 | — | |
| DUPMN2018.09 | 67.6 | 0.639 | 0.351 | |
| NSC+UPA(BiLSTM)user and product information=true2018.01 | 66.9 | 0.654 | — | |
| NSC+UPAuser and product information=true2018.01 | 66.7 | 0.654 | — | |
| LSTM+UPAcategory=G32018.09 | 66.7 | 0.654 | — | |
| NSC+LA(BiLSTM)user and product information=false2018.01 | 64.6 | 0.678 | — | |
| LSTM+CBAcategory=G22018.09 | 64.1 | 0.678 | — | |
| LUPDRuser and product information=true2018.01 | 63.9 | 0.688 | — | |
| UPDMNhop size K=1, category=G32018.09 | 63.9 | 0.662 | 0.369 | |
| NSCuser and product information=false2018.01 | 63.7 | 0.686 | — | |
| CLSTMcategory=G22018.09 | 63.7 | 0.686 | — | |
| LSTM+LAcategory=G22018.09 | 63.7 | 0.686 | — | |
| InterSubcategory=G32018.09 | 63.5 | 0.69 | — | |
| NSC+LAuser and product information=false2018.01 | 63 | 0.715 | — | |
| Standard DR-AGGaggregation=hierarchical2018.06 | 63 | — | — | |
| Reverse DR-AGGaggregation=hierarchical2018.06 | 62.5 | — | — | |
| Self-attentionaggregation=hierarchical2018.06 | 61.5 | — | — | |
| Max pooling2018.06 | 61.2 | — | — | |
| UPNN(CNN)user and product information=true2018.01 | 60.8 | 0.764 | — | |
| UPNN(full)2018.06 | 60.8 | — | — | |
| Average pooling2018.06 | 60.6 | — | — | |
| UPNNcategory=G32018.09 | 59.6 | 0.784 | 0.464 | |
| Cached LSTM2018.06 | 59.2 | — | — | |
| UPNN(CNN and no UP)user and product information=false2018.01 | 58.5 | 0.808 | — | |
| UPNN(np UP)2018.06 | 58.5 | — | — | |
| RNTN+Recurrentuser and product information=false2018.01 | 58.2 | 0.821 | — | |
| RNTN+Recurrent2018.06 | 58.2 | — | — | |
| RNTN+RNNcategory=G22018.09 | 58.2 | 0.821 | — | |
| TextFeature+UPFuser and product information=true2018.01 | 57.9 | 0.791 | — | |
| Trigramuser and product information=false2018.01 | 57.7 | 0.804 | — | |
| Trigram+UPFuser and product information=true2018.01 | 57.6 | 0.789 | — | |
| TextFeatureuser and product information=false2018.01 | 57.2 | 0.8 | — | |
| Trigramcategory=G12018.09 | 56.9 | 0.814 | 0.513 | |
| Paragraph Vectoruser and product information=false2018.01 | 56.4 | 0.802 | — | |
| SSWE+SVMuser and product information=false2018.01 | 55.7 | 0.851 | — | |
| SSWEcategory=G22018.09 | 55.7 | 0.851 | — | |
| TextFeaturecategory=G12018.09 | 55.6 | 0.845 | 0.52 | |
| AvgWordvec+SVMuser and product information=false2018.01 | 53 | 0.893 | — | |
| AvgWordveccategory=G12018.09 | 52.6 | 0.898 | 0.568 | |
| Majorityclassifier=SVM2018.09 | 41.1 | 1.06 | 0.744 | |
| Majorityuser and product information=false2018.01 | 39.2 | 1.097 | — | |
| JMARSuser and product information=true2018.01 | — | 0.999 | — |