List your company
ResearchFormerly WizWand

Solubility Prediction on DeepSol

0.752ROC AUCMLM-only
0.588720.631110.67350.71589May 8, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MLM-onlyBackbone=Rand-Init-35M2026.050.752
ProteinBERT2-150M masked-posBackbone=Not specified2026.050.748
Masked-posBackbone=Rand-Init-35M2026.050.742
Masked-posBackbone=ProteinBERT2-35M2026.050.739
ESM2-150M rand-init MLM-onlyBackbone=Not specified2026.050.732
All-pos MLM+JEPABackbone=ESM2-150M2026.050.729
EMA (4h)Backbone=ESM2-150M2026.050.725
Masked-pos (run 1)Backbone=ESM2-150M2026.050.724
BaselineBackbone=ESM2-150M2026.050.721
Masked-pos (run 2)Backbone=ESM2-150M2026.050.721
MLM-onlyBackbone=ESM2-150M2026.050.718
All-pos MLM+JEPABackbone=ESM2-35M2026.050.714
JEPA-only @90kBackbone=Not specified2026.050.712
Masked-pos (AdamW)Backbone=ESM2-35M2026.050.71
MLM+JEPA @90kBackbone=Not specified2026.050.706
MLM-onlyBackbone=ESM2-35M2026.050.704
Masked-pos (SGDm)Backbone=ESM2-35M2026.050.703
Masked-posBackbone=AMPLIFY-120M2026.050.702
MLM-onlyBackbone=AMPLIFY-120M2026.050.698
BaselineBackbone=ESM2-35M2026.050.697
All-pos MLM+JEPABackbone=ProteinBERT2-35M2026.050.696
JEPA-onlyBackbone=ESM2-150M2026.050.693
All-pos MLM+JEPABackbone=AMPLIFY-120M2026.050.692
BaselineBackbone=AMPLIFY-120M2026.050.685
JEPA-onlyBackbone=AMPLIFY-120M2026.050.681
All-pos MLM+JEPABackbone=Rand-Init-35M2026.050.677
BaselineBackbone=ProteinBERT2-35M2026.050.672
MLM-onlyBackbone=ProteinBERT2-35M2026.050.658
BaselineBackbone=Rand-Init-35M2026.050.657
JEPA-onlyBackbone=Rand-Init-35M2026.050.653
JEPA-onlyBackbone=ProteinBERT2-35M2026.050.634
JEPA-onlyBackbone=ESM2-35M2026.050.595