Mutation Fitness Prediction on ProteinGym
89.74AUROCTriFit
Evaluation results
| Method | Links | |
|---|---|---|
| TriFitType=Supervised2026.04 | 89.74 | |
| ESM3Type=Zero-shot2026.04 | 76.92 | |
| SaProt-650MType=Zero-shot2026.04 | 75.93 | |
| GEMMEType=Zero-shot2026.04 | 75.65 | |
| VESPAType=Zero-shot2026.04 | 75.64 | |
| TranceptEVE LType=Zero-shot2026.04 | 75.49 | |
| ESM2-650MType=Zero-shot2026.04 | 74.43 | |
| ESM-IF1Type=Zero-shot2026.04 | 74.42 | |
| MSA Transformer (ensemble)Type=Zero-shot2026.04 | 74.3 | |
| Tranception LType=Zero-shot2026.04 | 74.14 | |
| ESM1v (ensemble)Type=Zero-shot2026.04 | 73.12 | |
| ESM1bType=Zero-shot2026.04 | 72.12 | |
| ESM1vType=Zero-shot2026.04 | 71.66 | |
| EVmutationType=Zero-shot2026.04 | 71.65 | |
| Site IndependentType=Zero-shot2026.04 | 69.67 | |
| ProteinMPNNType=Zero-shot2026.04 | 65.32 |