Automated Essay Scoring on ASAP++ full-data setting
0.734Score P1DualBERT+LoRA+SA
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| DualBERT+LoRA+SAtraining_strategy=Two-Stage fine-tuning, LoRA=true, Score Alignment=true2026.02 | 0.734 | 0.713 | 0.71 | 0.764 | 0.737 | 0.763 | 0.765 | 0.674 | 0.732 | 0.009 | |
| DualBERT+LoRAtraining_strategy=Two-Stage fine-tuning, LoRA=true2026.02 | 0.728 | 0.709 | 0.705 | 0.76 | 0.731 | 0.766 | 0.755 | 0.656 | 0.726 | 0.008 | |
| DualBERT+SAtraining_strategy=Two-Stage fine-tuning, Score Alignment=true2026.02 | 0.725 | 0.706 | 0.703 | 0.761 | 0.734 | 0.762 | 0.768 | 0.666 | 0.728 | 0.006 | |
| ArTS+RMTS2026.02 | 0.716 | 0.704 | 0.723 | 0.772 | 0.737 | 0.769 | 0.736 | 0.651 | 0.726 | 0.042 | |
| DualBERTtraining_strategy=Two-Stage fine-tuning2026.02 | 0.714 | 0.695 | 0.697 | 0.758 | 0.73 | 0.763 | 0.757 | 0.647 | 0.72 | 0.009 | |
| ArTS2026.02 | 0.708 | 0.706 | 0.704 | 0.767 | 0.723 | 0.776 | 0.749 | 0.603 | 0.717 | 0.025 | |
| SaMRL2026.02 | 0.702 | 0.711 | 0.708 | 0.766 | 0.722 | 0.773 | 0.743 | 0.649 | 0.722 | 0.012 | |
| STL-LSTM2026.02 | 0.69 | 0.622 | 0.663 | 0.729 | 0.719 | 0.753 | 0.704 | 0.592 | 0.684 | — | |
| HISK2026.02 | 0.674 | 0.586 | 0.651 | 0.681 | 0.693 | 0.709 | 0.641 | 0.516 | 0.644 | — | |
| MTL-BiLSTM2026.02 | 0.67 | 0.611 | 0.647 | 0.708 | 0.704 | 0.712 | 0.684 | 0.581 | 0.665 | — |