Review Classification on Amazon-C v1 (test)
83.8Qwerty ScoreEATA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| EATABackbone=ProtoLens, Pre-trained on=Yelp, Adaptation=Test-time adaptation2026.04 | 83.8 | 80.2 | 83.4 | 81.7 | 75.1 | 80.84 | |
| TentBackbone=ProtoLens, Pre-trained on=Yelp, Adaptation=Test-time adaptation2026.04 | 82.9 | 79.6 | 82.7 | 81.3 | 73.9 | 80.08 | |
| ProtoTTABackbone=ProtoLens, Pre-trained on=Yelp, Adaptation=Test-time adaptation2026.04 | 82.2 | 80.3 | 84.4 | 84 | 75.7 | 81.33 | |
| UnadaptedBackbone=ProtoLens, Pre-trained on=Yelp, Adaptation=None2026.04 | 81.6 | 80.3 | 84.2 | 83.2 | 74.9 | 80.81 | |
| SARBackbone=ProtoLens, Pre-trained on=Yelp, Adaptation=Test-time adaptation2026.04 | 78.7 | 76.3 | 79.8 | 80.7 | 72.8 | 77.65 |