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Solubility Prediction on DeepSol

0.752ROC AUC

MLM-only

Updated 23d ago

Evaluation Results

Method	Links
MLM-only 2026.05		0.752
ProteinBERT2-150M masked-pos 2026.05		0.748
Masked-pos 2026.05		0.742
Masked-pos 2026.05		0.739
ESM2-150M rand-init MLM-only 2026.05		0.732
All-pos MLM+JEPA 2026.05		0.729
EMA (4h) 2026.05		0.725
Masked-pos (run 1) 2026.05		0.724
Baseline 2026.05		0.721
Masked-pos (run 2) 2026.05		0.721
MLM-only 2026.05		0.718
All-pos MLM+JEPA 2026.05		0.714
JEPA-only @90k 2026.05		0.712
Masked-pos (AdamW) 2026.05		0.71
MLM+JEPA @90k 2026.05		0.706
MLM-only 2026.05		0.704
Masked-pos (SGDm) 2026.05		0.703
Masked-pos 2026.05		0.702
MLM-only 2026.05		0.698
Baseline 2026.05		0.697
All-pos MLM+JEPA 2026.05		0.696
JEPA-only 2026.05		0.693
All-pos MLM+JEPA 2026.05		0.692
Baseline 2026.05		0.685
JEPA-only 2026.05		0.681
All-pos MLM+JEPA 2026.05		0.677
Baseline 2026.05		0.672
MLM-only 2026.05		0.658
Baseline 2026.05		0.657
JEPA-only 2026.05		0.653
JEPA-only 2026.05		0.634
JEPA-only 2026.05		0.595