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Automated Essay Scoring on ASAP++ full-data setting

0.734Score P1DualBERT+LoRA+SA
0.667440.684720.7020.71928Feb 2, 2026

Evaluation results

MethodLinks
DualBERT+LoRA+SAtraining_strategy=Two-Stage fine-tuning, LoRA=true, Score Alignment=true2026.020.7340.7130.710.7640.7370.7630.7650.6740.7320.009
DualBERT+LoRAtraining_strategy=Two-Stage fine-tuning, LoRA=true2026.020.7280.7090.7050.760.7310.7660.7550.6560.7260.008
DualBERT+SAtraining_strategy=Two-Stage fine-tuning, Score Alignment=true2026.020.7250.7060.7030.7610.7340.7620.7680.6660.7280.006
ArTS+RMTS2026.020.7160.7040.7230.7720.7370.7690.7360.6510.7260.042
DualBERTtraining_strategy=Two-Stage fine-tuning2026.020.7140.6950.6970.7580.730.7630.7570.6470.720.009
ArTS2026.020.7080.7060.7040.7670.7230.7760.7490.6030.7170.025
SaMRL2026.020.7020.7110.7080.7660.7220.7730.7430.6490.7220.012
STL-LSTM2026.020.690.6220.6630.7290.7190.7530.7040.5920.684—
HISK2026.020.6740.5860.6510.6810.6930.7090.6410.5160.644—
MTL-BiLSTM2026.020.670.6110.6470.7080.7040.7120.6840.5810.665—