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Binary Classification on Neuropeptide (NeuroPID)

96.3AUC

ESM-2

Updated 23d ago

Evaluation Results

Method	Links
ESM-2 2026.05		96.3	-
ProtSent 2026.05		95.6	0.9
ESM-2 2026.05		94.8	-
ProtSent 2026.05		94.5	1.8
All-pos MLM+JEPA 2026.05		0.985	-
Masked-pos (SGDm) 2026.05		0.982	-
MLM-only 2026.05		0.982	-
Masked-pos (run 2) 2026.05		0.982	-
MLM-only 2026.05		0.981	-
Masked-pos 2026.05		0.981	-
Baseline 2026.05		0.98	-
Baseline 2026.05		0.98	-
Masked-pos 2026.05		0.98	-
Masked-pos (run 1) 2026.05		0.979	-
ProteinBERT2-150M masked-pos 2026.05		0.978	-
MLM-only 2026.05		0.977	-
All-pos MLM+JEPA 2026.05		0.976	-
Baseline 2026.05		0.975	-
MLM-only 2026.05		0.975	-
Masked-pos 2026.05		0.975	-
Masked-pos (AdamW) 2026.05		0.974	-
EMA (4h) 2026.05		0.974	-
All-pos MLM+JEPA 2026.05		0.97	-
All-pos MLM+JEPA 2026.05		0.961	-
MLM+JEPA @90k 2026.05		0.961	-
JEPA-only 2026.05		0.96	-
Baseline 2026.05		0.956	-
ESM2-150M rand-init MLM-only 2026.05		0.951	-
All-pos MLM+JEPA 2026.05		0.947	-
JEPA-only 2026.05		0.937	-
MLM-only 2026.05		0.934	-
JEPA-only @90k 2026.05		0.934	-
Baseline 2026.05		0.933	-
JEPA-only 2026.05		0.906	-
JEPA-only 2026.05		0.889	-
JEPA-only 2026.05		0.84	-