Biological Reasoning on BioReason KEGG
95.86AccuracyCoverage (Upper Bound)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Coverage (Upper Bound)Type=Upper Bound2026.03 | 95.86 | 97.43 | |
| BoN w/ CellProfiler (100k)Inference Strategy=Best-of-N, Training Data=100k samples, Embedding Source=CellProfiler, PRM=DC-W2S2026.03 | 84.48 | 88.89 | |
| BoN w/ ESM(100k)Inference Strategy=Best-of-N, Training Data=100k samples, Embedding Source=ESM, PRM=DC-W2S2026.03 | 84.14 | 89.08 | |
| BoN w/ Full Set (Multi-Label)Inference Strategy=Best-of-N, Training Data=Full Set (Multi-Label), PRM=DC-W2S2026.03 | 83.45 | 87.4 | |
| Majority VotingInference Strategy=Majority Voting2026.03 | 82.76 | 87.23 | |
| Greedy DecodingInference Strategy=Greedy2026.03 | 80.69 | 87.41 |