Protein Inverse Folding on CATH 150-300 residues 4.3 (test)
58Recovery RateProteinZeroGRPO
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ProteinZeroGRPOModel Category=Our Online RL Methods2025.06 | 58 | -40.626 | 36.96 | 4.16 | -32.805 | 86.2 | 84.154 | 33.1 | 1.393 | 90.43 | 91.19 | |
| ProteinZeroRAFTModel Category=Our Online RL Methods2025.06 | 57.8 | -37.575 | 36.96 | 6.21 | -30.755 | 84.1 | 83.85 | 32.4 | 1.427 | 89.17 | 89.36 | |
| InstructPLMModel Category=Base Model2025.06 | 57 | -36.362 | 36.96 | 9.82 | -27.145 | 82.4 | 83.783 | 30.5 | 1.448 | 88.24 | 86.38 | |
| DPOModel Category=RL Baseline Methods2025.06 | 57 | -36.417 | 36.96 | 8.05 | -28.915 | 83 | 83.837 | 29.6 | 1.441 | 88.97 | 87.7 | |
| Multi-Round DPOModel Category=RL Baseline Methods2025.06 | 56.9 | -36.483 | 36.96 | 7.87 | -29.087 | 83.1 | 83.84 | 28.8 | 1.437 | 89.04 | 88.05 | |
| ESM-IFModel Category=SOTA Inverse Folding Models2025.06 | 44.6 | -32.125 | 36.96 | 12.14 | -24.816 | 80.2 | 82.042 | 27.9 | 1.487 | 86.09 | 82.81 | |
| ProteinMPNNModel Category=SOTA Inverse Folding Models2025.06 | 40.5 | -35.778 | 36.96 | 9.9 | -27.057 | 81.6 | 82.361 | 29.7 | 1.469 | 86.64 | 84.67 |