Sentiment Analysis on Amazon Reviews (Out-of-domain)
84.7AccuracyCAD (Our Method)
Evaluation Results
| Method | Links | |
|---|---|---|
| CAD (Our Method)Model=BERT-base-uncased, Training Data=Orig & CAD (3.4k)2021.06 | 84.7 | |
| CAD (By Human)Model=BERT-base-uncased, Training Data=Orig & CAD (3.4k)2021.06 | 83.3 | |
| Original BaselineModel=BERT-base-uncased, Training Data=Orig. (3.4k)2021.06 | 80 | |
| CAD (By Human)Model=SVM, Training Data=Orig & CAD (3.4k)2021.06 | 79.3 | |
| CAD (Our Method)Model=SVM, Training Data=Orig & CAD (3.4k)2021.06 | 78.6 | |
| Sudhakar et al.Model=BERT-base-uncased, Training Data=Orig. & (Sudhakar et al., 2019)2021.06 | 77.2 | |
| Original BaselineModel=SVM, Training Data=Orig. (3.4k)2021.06 | 74.5 | |
| Madaan et al.Model=SVM, Training Data=Orig. & (Madaan et al., 2020)2021.06 | 74.3 | |
| Madaan et al.Model=BERT-base-uncased, Training Data=Orig. & (Madaan et al., 2020)2021.06 | 71.3 | |
| Sudhakar et al.Model=SVM, Training Data=Orig. & (Sudhakar et al., 2019)2021.06 | 64 |