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Protein Property Prediction on 21 protein landscapes Extrapolation 512 training points

0.759Spearman Correlation

LOCK-GP

Updated 1mo ago

Evaluation Results

Method	Links
LOCK-GP 2026.06		0.759	0.807	0.439
MLP-SaProt-LastLayer 2026.06		0.751	0.759	0.609
Kermut-GP 2026.06		0.75	0.767	0.67
Tanimoto-GP 2026.06		0.739	0.769	0.574
MLP-ESM2-8M 2026.06		0.739	0.763	0.562
MLP-ESM2-LastLayer 2026.06		0.738	0.742	0.618
ConFit 2026.06		0.733	0.723	0.828
Ridge-ESM2-8M 2026.06		0.719	0.74	0.685
Ridge-ESM2-650M 2026.06		0.71	0.729	0.685
MLP-ESM2-8M-RandInit 2026.06		0.709	0.727	0.606
KermutStruc-GP 2026.06		0.706	0.713	0.847
Ridge-OH-ESM2-650M-Aug 2026.06		0.703	0.705	0.864
SigGLM-OH 2026.06		0.697	0.724	0.669
Ridge-OH 2026.06		0.694	0.698	0.877
MLP-OH-ESM2-650M-Aug 2026.06		0.681	0.702	0.737
MLP-ESM2-650M 2026.06		0.677	0.702	0.64
MLP-ESM2-8M-MeanPool 2026.06		0.658	0.673	0.679
Ridge-ESM2-8M-MeanPool 2026.06		0.654	0.658	0.762
MLP-OH 2026.06		0.653	0.68	0.81
KermutSeq-GP 2026.06		0.605	0.614	0.714
BLOSUM50-ZeroShot 2026.06		0.27	0.256	-
ESM2-650M-ZeroShot 2026.06		-0.072	-0.063	-