Classification on Books to Kitchen cross-topic text domain shift target
72.72AccuracyREFINE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| REFINEstrategy=Residual Feature Integration2025.05 | 72.72 | 0.8147 | 0.7248 | 65.52 | |
| NoTransstrategy=No Transfer2025.05 | 71.66 | 0.7848 | 0.7161 | 68.6 | |
| Adapterstrategy=Adapter-tuning2025.05 | 71.34 | 0.7839 | 0.7111 | 62.88 | |
| LoRAstrategy=Low-Rank Adaptation2025.05 | 66.96 | 0.7279 | 0.6695 | 65.64 | |
| LinearProbstrategy=Linear Probing2025.05 | 66.74 | 0.7568 | 0.6571 | 51.56 | |
| DANN-Gatestrategy=Domain-Adversarial Neural Network with Gating2025.05 | 66.6 | 0.733 | 0.6659 | 64.68 |