Sentiment Analysis on Yelp Reviews (Out-of-domain)
94.4AccuracyXMD
Evaluation Results
| Method | Links | |
|---|---|---|
| XMDRegularize=Correct, ER Loss=MAE, Backbone=BigBird-Base2022.10 | 94.4 | |
| XMDRegularize=Correct, ER Loss=MSE, Backbone=BigBird-Base2022.10 | 91.8 | |
| BigBird-BaseRegularize=None, ER Loss=None2022.10 | 89 | |
| CAD (Our Method)Model=BERT-base-uncased, Training Data=Orig & CAD (3.4k)2021.06 | 87.9 | |
| CAD (By Human)Model=BERT-base-uncased, Training Data=Orig & CAD (3.4k)2021.06 | 86.6 | |
| CAD (By Human)Model=SVM, Training Data=Orig & CAD (3.4k)2021.06 | 85.6 | |
| CAD (Our Method)Model=SVM, Training Data=Orig & CAD (3.4k)2021.06 | 85.5 | |
| Sudhakar et al.Model=BERT-base-uncased, Training Data=Orig. & (Sudhakar et al., 2019)2021.06 | 84.5 | |
| Original BaselineModel=BERT-base-uncased, Training Data=Orig. (3.4k)2021.06 | 84.3 | |
| Original BaselineModel=SVM, Training Data=Orig. (3.4k)2021.06 | 81.9 | |
| Madaan et al.Model=SVM, Training Data=Orig. & (Madaan et al., 2020)2021.06 | 81.3 | |
| Madaan et al.Model=BERT-base-uncased, Training Data=Orig. & (Madaan et al., 2020)2021.06 | 78.8 | |
| Sudhakar et al.Model=SVM, Training Data=Orig. & (Sudhakar et al., 2019)2021.06 | 69.4 |