# Halogen Prediction on MIBiG curated

Source: [Halogen Prediction on MIBiG curated](<https://www.sota2.com/research/sota/halogen-prediction-on-mibig-curated>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-24T14:16:06.426Z

Evaluation of model performance on predicting halogen properties using the MIBiG curated dataset, measured by 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 | Halogen Prediction |
| Dataset (including any stated split) | MIBiG curated |
| Metric | AUROC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [AUROC](<https://www.sota2.com/research/sota/halogen-prediction-on-mibig-curated.md?metric=AUROC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| ESM + BiGCARP | 0.759 | Not recorded | 69c21a6d0636e5bf4afc46dd |
| ESM | 0.659 | Not recorded | 69c21a6d0636e5bf4afc46dd |
| BiGCARP | 0.181 | Not recorded | 69c21a6d0636e5bf4afc46dd |

### ESM + BiGCARP

AUROC: 0.759. Result ID: 69c29c9a47f34ce924ab31ab.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6d0636e5bf4afc46dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6d0636e5bf4afc46dd.md>)

Recorded evaluation configuration: {"Embedding Strategy":"mean-pooled"}. This record does not assert independent reproduction.

### ESM

AUROC: 0.659. Result ID: 69c29c9a47f34ce924ab31ac.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6d0636e5bf4afc46dd.md>)

Recorded evaluation configuration: {"Embedding Strategy":"embeddings"}. This record does not assert independent reproduction.

### BiGCARP

AUROC: 0.181. Result ID: 69c29c9a47f34ce924ab31ad.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6d0636e5bf4afc46dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6d0636e5bf4afc46dd.md>)

Recorded evaluation configuration: {"Embedding Strategy":"mean-pooled"}. This record does not assert independent reproduction.

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