# Biomedical Question Answering on BioACE human-assessed TREC BioGen 2025

Source: [Biomedical Question Answering on BioACE human-assessed TREC BioGen 2025](<https://www.sota2.com/research/sota/biomedical-question-answering-on-bioace-human-assessed-trec-biogen-2025>)

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

Data updated: 2026-03-19T09:36:23.416Z

Evaluation of model performance on the BioACE human-assessed TREC BioGen 2025 dataset for Biomedical Question Answering, utilizing specialized metrics focused on nugget precision, recall, completeness, correctness, and citation analysis.

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 | Biomedical Question Answering |
| Dataset (including any stated split) | BioACE human-assessed TREC BioGen 2025 |
| Metric | Nugget Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Nugget Precision](<https://www.sota2.com/research/sota/biomedical-question-answering-on-bioace-human-assessed-trec-biogen-2025.md?metric=Nugget%20Precision>): Higher is better; unit: PERCENT.

- [Nugget Recall](<https://www.sota2.com/research/sota/biomedical-question-answering-on-bioace-human-assessed-trec-biogen-2025.md?metric=Nugget%20Recall>): Higher is better; unit: PERCENT.

- [Completeness](<https://www.sota2.com/research/sota/biomedical-question-answering-on-bioace-human-assessed-trec-biogen-2025.md?metric=Completeness>): Higher is better; unit: PERCENT.

- [Correctness](<https://www.sota2.com/research/sota/biomedical-question-answering-on-bioace-human-assessed-trec-biogen-2025.md?metric=Correctness>): Higher is better; unit: PERCENT.

- [Citation Coverage](<https://www.sota2.com/research/sota/biomedical-question-answering-on-bioace-human-assessed-trec-biogen-2025.md?metric=Citation%20Coverage>): Higher is better; unit: PERCENT.

- [Citation Support Rate](<https://www.sota2.com/research/sota/biomedical-question-answering-on-bioace-human-assessed-trec-biogen-2025.md?metric=Citation%20Support%20Rate>): Higher is better; unit: PERCENT.

- [Citation Contradict Rate](<https://www.sota2.com/research/sota/biomedical-question-answering-on-bioace-human-assessed-trec-biogen-2025.md?metric=Citation%20Contradict%20Rate>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Nugget Precision | Result date | Report paper |
| --- | --- | --- | --- |
| hltcoe-multiagt | 96.41 | Not recorded | 69bb83260636e5bf4afc1bc1 |
| dal | 94.72 | Not recorded | 69bb83260636e5bf4afc1bc1 |
| GEHC | 94.55 | Not recorded | 69bb83260636e5bf4afc1bc1 |
| EvalHLTCOE | 94.12 | Not recorded | 69bb83260636e5bf4afc1bc1 |
| hltcoe-rerank | 93.94 | Not recorded | 69bb83260636e5bf4afc1bc1 |
| UAmsterdam | 93.91 | Not recorded | 69bb83260636e5bf4afc1bc1 |
| Baseline | 82.23 | Not recorded | 69bb83260636e5bf4afc1bc1 |

### hltcoe-multiagt

Nugget Precision: 96.41. Result ID: 69bbc39147f34ce924a604a4.

[Reporting paper](<https://www.sota2.com/research/paper/69bb83260636e5bf4afc1bc1.md>)

Recorded evaluation configuration: {"Team":"hltcoe-multiagt"}. This record does not assert independent reproduction.

### dal

Nugget Precision: 94.72. Result ID: 69bbc39147f34ce924a604a5.

[Reporting paper](<https://www.sota2.com/research/paper/69bb83260636e5bf4afc1bc1.md>)

Recorded evaluation configuration: {"Team":"dal"}. This record does not assert independent reproduction.

### GEHC

Nugget Precision: 94.55. Result ID: 69bbc39147f34ce924a604a6.

[Reporting paper](<https://www.sota2.com/research/paper/69bb83260636e5bf4afc1bc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bb83260636e5bf4afc1bc1.md>)

Recorded evaluation configuration: {"Team":"GEHC"}. This record does not assert independent reproduction.

### EvalHLTCOE

Nugget Precision: 94.12. Result ID: 69bbc39147f34ce924a604a8.

[Reporting paper](<https://www.sota2.com/research/paper/69bb83260636e5bf4afc1bc1.md>)

Recorded evaluation configuration: {"Team":"EvalHLTCOE"}. This record does not assert independent reproduction.

### hltcoe-rerank

Nugget Precision: 93.94. Result ID: 69bbc39147f34ce924a604a9.

[Reporting paper](<https://www.sota2.com/research/paper/69bb83260636e5bf4afc1bc1.md>)

Recorded evaluation configuration: {"Team":"hltcoe-rerank"}. This record does not assert independent reproduction.

### UAmsterdam

Nugget Precision: 93.91. Result ID: 69bbc39147f34ce924a604a7.

[Reporting paper](<https://www.sota2.com/research/paper/69bb83260636e5bf4afc1bc1.md>)

Recorded evaluation configuration: {"Team":"UAmsterdam"}. This record does not assert independent reproduction.

### Baseline

Nugget Precision: 82.23. Result ID: 69bbc39147f34ce924a604aa.

[Reporting paper](<https://www.sota2.com/research/paper/69bb83260636e5bf4afc1bc1.md>)

Recorded evaluation configuration: {"Team":"Baseline"}. This record does not assert independent reproduction.

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