Protein Inverse Folding on CATH 0-150 residues 4.3 (test)
59Recovery RateProteinZeroGRPO
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ProteinZeroGRPOModel Category=Our Online RL Methods2025.06 | 59 | -22.616 | 27.09 | 2.17 | -24.924 | 0.867 | 82.326 | 0.306 | 1.373 | 93.55 | 90.13 | |
| ProteinZeroRAFTModel Category=Our Online RL Methods2025.06 | 58.7 | -22.236 | 27.09 | 3.92 | -23.168 | 0.849 | 81.56 | 0.296 | 1.393 | 92.86 | 89.29 | |
| InstructPLMModel Category=Base Model2025.06 | 57.4 | -21.543 | 27.09 | 6.21 | -20.878 | 0.812 | 79.983 | 0.281 | 1.484 | 85.71 | 84.45 | |
| DPOModel Category=RL Baseline Methods2025.06 | 57.1 | -21.713 | 27.09 | 5.9 | -21.191 | 0.82 | 80.716 | 0.274 | 1.473 | 87.58 | 86.44 | |
| Multi-Round DPOModel Category=RL Baseline Methods2025.06 | 56.9 | -21.797 | 27.09 | 5.67 | -21.423 | 0.823 | 80.797 | 0.266 | 1.468 | 87.95 | 86.89 | |
| ProteinMPNNModel Category=SOTA Inverse Folding Models2025.06 | 42.6 | -21.509 | 27.09 | 6.3 | -20.792 | 0.805 | 79.883 | 0.28 | 1.5 | 82.14 | 81.95 | |
| ESM-IFModel Category=SOTA Inverse Folding Models2025.06 | 37.7 | -17.9 | 27.09 | 12.76 | -14.328 | 0.802 | 78.918 | 0.263 | 1.515 | 81.25 | 80.71 |