BGC Product Class Prediction on MIBiG
91.7Macro AUROCESM + BiGCARP
Evaluation results
| Method | Links | |
|---|---|---|
| ESM + BiGCARPinitialization=random-initialized, layer=last-layer2026.03 | 91.7 | |
| BiGCARPinitialization=ESM-initialized, layer=last-layer2026.03 | 91.3 | |
| BiGCARPinitialization=random-initialized, layer=last-layer2026.03 | 91.2 | |
| Pfam2Vec + Random Forest2026.03 | 91.1 | |
| ESM embeddings2026.03 | 90.8 | |
| BiGCARPinitialization=random-initialized, layer=embedder2026.03 | 90.3 | |
| Random baseline2026.03 | 88.9 | |
| BiGCARPinitialization=ESM-initialized, layer=embedder2026.03 | 87.2 |