Multi-trait Automated Essay Scoring on ASAP++ (full-data) benchmark leaderboard · SOTA2 Research

Multi-trait Automated Essay Scoring on ASAP++ (full-data)

0.781Overall ScoreDualBERT+LoRA+SA

Evaluation Results

Method	Links
DualBERT+LoRA+SA2026.02		0.781	0.748	0.751	0.688	0.726	0.709	0.704	0.687	0.712	0.733	0.62	0.714	0.011
DualBERT+LoRA2026.02		0.779	0.742	0.75	0.682	0.722	0.7	0.688	0.685	0.691	0.719	0.62	0.707	0.007
DualBERT+SA2026.02		0.772	0.739	0.745	0.687	0.723	0.706	0.7	0.689	0.708	0.743	0.613	0.712	0.007
MTL-BiLSTM2026.02		0.764	0.685	0.701	0.604	0.668	0.615	0.56	0.615	0.598	0.632	0.582	0.638	—
DualBERT2026.02		0.763	0.735	0.738	0.686	0.721	0.687	0.692	0.683	0.69	0.73	0.578	0.701	0.012
ArTS+RMTS2026.02		0.755	0.737	0.752	0.713	0.744	0.682	0.69	0.705	0.694	0.702	0.612	0.708	0.043
ArTS2026.02		0.754	0.73	0.751	0.698	0.725	0.672	0.668	0.679	0.678	0.721	0.57	0.695	0.018
SaMRL2026.02		0.754	0.735	0.751	0.703	0.728	0.682	0.685	0.688	0.691	0.71	0.627	0.705	0.013
STL-LSTM2026.02		0.75	0.707	0.731	0.64	0.699	0.649	0.605	0.621	0.612	0.659	0.544	0.656	—
HISK2026.02		0.718	0.679	0.697	0.605	0.659	0.61	0.527	0.579	0.553	0.609	0.489	0.611	—