List your company
ResearchFormerly WizWand

Drug-resistance variant scoring on Kim EGFR

0.295Correlation Coefficient (rho)LOGICA
-0.01180.067850.14750.22715Jun 17, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LOGICAProtocol=Contextualized backbone (fine-tuned), Model Capacity=150M, Scoring Interface=token-score contrastive2026.060.29563.8
LOGIMLMProtocol=Contextualized backbone (fine-tuned), Model Capacity=150M, Scoring Interface=logit-level MLM2026.060.27263.3
LOGICAProtocol=Contextualized backbone (fine-tuned), Model Capacity=35M, Scoring Interface=token-score contrastive2026.060.2663
LOGIMLMProtocol=Contextualized backbone (fine-tuned), Model Capacity=35M, Scoring Interface=logit-level MLM2026.060.24562
ESM-1vProtocol=Unconditional baselines, Scoring Interface=masked LM2026.060.19560.1
TranceptionProtocol=Unconditional baselines, Scoring Interface=retrieval LM2026.060.1759.1
EVEProtocol=Unconditional baselines, Scoring Interface=MSA VAE2026.060.15658
ESM-2Protocol=Unconditional baselines, Model Capacity=35M, Scoring Interface=masked LM2026.060.15557.7
ESM-2Protocol=Unconditional baselines, Model Capacity=150M, Scoring Interface=masked LM2026.060.15358
LatentFuseProtocol=Contextualized backbone (fine-tuned), Model Capacity=35M, Scoring Interface=concat embeddings + MLP2026.060.02951.9
LatentFuseProtocol=Contextualized backbone (fine-tuned), Model Capacity=150M, Scoring Interface=concat embeddings + MLP2026.060.01951.1
DrugBANProtocol=Contextualized baselines (fine-tuned), Scoring Interface=DTI classifier + MLP2026.060.01850.7
Boltz-2Protocol=Contextualized baselines (fine-tuned), Scoring Interface=structure features + MLP2026.060.01150.6
DrugCLIPProtocol=Contextualized baselines (fine-tuned), Scoring Interface=DTI contrastive + MLP2026.06049.7