Sentiment Analysis on AMAZON-WILDS (test)
5610th Percentile AccuracyFish
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FishBackbone=BERT2021.04 | 56 | 72.9 | |
| ERMBackbone=BERT2021.04 | 56 | 73.5 | |
| ERM (ours)Backbone=BERT2021.04 | 56 | 73.3 | |
| IRMBackbone=BERT2021.04 | 55.1 | 73.3 | |
| ERMBase Algorithm=ERM2023.08 | 53.8 | — | |
| CORAL + SDGBase Algorithm=CORAL, Optimization=SDG2023.08 | 53.7 | — | |
| FISH + SDGBase Algorithm=FISH, Optimization=SDG2023.08 | 53.5 | — | |
| FISHBase Algorithm=FISH2023.08 | 53.3 | — | |
| CORAL + SAND-MASKBase Algorithm=CORAL, Optimization=SAND-MASK2023.08 | 53.1 | — | |
| CORALBase Algorithm=CORAL2023.08 | 52.9 | — | |
| ReweightedBackbone=BERT2021.04 | 52.4 | 69.2 | |
| CORAL + AND-MASKBase Algorithm=CORAL, Optimization=AND-MASK2023.08 | 51.5 | — |