# BGC Product Class Prediction on MIBiG Source: [BGC Product Class Prediction on MIBiG]() Collection index: [llms.txt]() Data updated: 2026-03-24T14:16:06.407Z Evaluation of BGC Product Class Prediction performance on the MIBiG dataset, reporting Macro AUROC. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | BGC Product Class Prediction | | Dataset (including any stated split) | MIBiG | | Metric | Macro AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Macro AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Macro AUROC | Result date | Report paper | | --- | --- | --- | --- | | ESM + BiGCARP | 91.7 | Not recorded | 69c21a6d0636e5bf4afc46dd | | BiGCARP | 91.3 | Not recorded | 69c21a6d0636e5bf4afc46dd | | BiGCARP | 91.2 | Not recorded | 69c21a6d0636e5bf4afc46dd | | Pfam2Vec + Random Forest | 91.1 | Not recorded | 69c21a6d0636e5bf4afc46dd | | ESM embeddings | 90.8 | Not recorded | 69c21a6d0636e5bf4afc46dd | | BiGCARP | 90.3 | Not recorded | 69c21a6d0636e5bf4afc46dd | | Random baseline | 88.9 | Not recorded | 69c21a6d0636e5bf4afc46dd | | BiGCARP | 87.2 | Not recorded | 69c21a6d0636e5bf4afc46dd | ### ESM + BiGCARP Macro AUROC: 91.7. Result ID: 69c29c9a47f34ce924ab31a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"initialization":"random-initialized","layer":"last-layer"}. This record does not assert independent reproduction. ### BiGCARP Macro AUROC: 91.3. Result ID: 69c29c9a47f34ce924ab31a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"initialization":"ESM-initialized","layer":"last-layer"}. This record does not assert independent reproduction. ### BiGCARP Macro AUROC: 91.2. Result ID: 69c29c9a47f34ce924ab31a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"initialization":"random-initialized","layer":"last-layer"}. This record does not assert independent reproduction. ### Pfam2Vec + Random Forest Macro AUROC: 91.1. Result ID: 69c29c9a47f34ce924ab31a6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ESM embeddings Macro AUROC: 90.8. Result ID: 69c29c9a47f34ce924ab31a7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BiGCARP Macro AUROC: 90.3. Result ID: 69c29c9a47f34ce924ab31a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"initialization":"random-initialized","layer":"embedder"}. This record does not assert independent reproduction. ### Random baseline Macro AUROC: 88.9. Result ID: 69c29c9a47f34ce924ab31a9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BiGCARP Macro AUROC: 87.2. Result ID: 69c29c9a47f34ce924ab31aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"initialization":"ESM-initialized","layer":"embedder"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.