Classification on DVD to Electronics cross-topic text domain shift (target)
70.34AccuracyREFINE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| REFINEstrategy=Residual Feature Integration2025.05 | 70.34 | 0.7886 | 0.6995 | 61.72 | |
| NoTransstrategy=No Transfer2025.05 | 68.52 | 0.7585 | 0.6806 | 59.8 | |
| DANN-Gatestrategy=Domain-Adversarial Neural Network with Gating2025.05 | 66.9 | 0.7196 | 0.6686 | 63.56 | |
| LoRAstrategy=Low-Rank Adaptation2025.05 | 66.56 | 0.717 | 0.6656 | 65.4 | |
| LinearProbstrategy=Linear Probing2025.05 | 66.06 | 0.7266 | 0.658 | 58.36 | |
| Adapterstrategy=Adapter-tuning2025.05 | 65.86 | 0.7206 | 0.6577 | 61.44 |