# Medical Question Answering on MedMCQA (subset)

Source: [Medical Question Answering on MedMCQA (subset)](<https://www.sota2.com/research/sota/medical-question-answering-on-medmcqa-subset>)

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

Data updated: 2026-02-26T05:26:00.476Z

Evaluation of model performance on a specific subset of the MedMCQA dataset for Medical Question Answering, measured using 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 | Medical Question Answering |
| Dataset (including any stated split) | MedMCQA subset |
| Metric | AUROC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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/medical-question-answering-on-medmcqa-subset.md?metric=AUROC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| SE + MARS | 0.6448 | Not recorded | 68fa76f41e209131cea70394 |
| SE | 0.6289 | Not recorded | 68fa76f41e209131cea70394 |
| Confidence + MARS | 0.6289 | Not recorded | 68fa76f41e209131cea70394 |
| Confidence | 0.6241 | Not recorded | 68fa76f41e209131cea70394 |
| Entropy + MARS | 0.6033 | Not recorded | 68fa76f41e209131cea70394 |
| Entropy | 0.5958 | Not recorded | 68fa76f41e209131cea70394 |

### SE + MARS

AUROC: 0.6448. Result ID: 699467e93a6c3148491d0735.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76f41e209131cea70394.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76f41e209131cea70394.md>)

Recorded evaluation configuration: {"Model":"Medicine-Chat-7b"}. This record does not assert independent reproduction.

### SE

AUROC: 0.6289. Result ID: 699467e93a6c3148491d0732.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76f41e209131cea70394.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f141e209131cea43bf3.md>)

Recorded evaluation configuration: {"Model":"Medicine-Chat-7b"}. This record does not assert independent reproduction.

### Confidence + MARS

AUROC: 0.6289. Result ID: 699467e93a6c3148491d0733.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76f41e209131cea70394.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76f41e209131cea70394.md>)

Recorded evaluation configuration: {"Model":"Medicine-Chat-7b"}. This record does not assert independent reproduction.

### Confidence

AUROC: 0.6241. Result ID: 699467e93a6c3148491d0730.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76f41e209131cea70394.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694d1e209131cea21611.md>)

Recorded evaluation configuration: {"Model":"Medicine-Chat-7b"}. This record does not assert independent reproduction.

### Entropy + MARS

AUROC: 0.6033. Result ID: 699467e93a6c3148491d0734.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76f41e209131cea70394.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76f41e209131cea70394.md>)

Recorded evaluation configuration: {"Model":"Medicine-Chat-7b"}. This record does not assert independent reproduction.

### Entropy

AUROC: 0.5958. Result ID: 699467e93a6c3148491d0731.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76f41e209131cea70394.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694d1e209131cea21611.md>)

Recorded evaluation configuration: {"Model":"Medicine-Chat-7b"}. This record does not assert independent reproduction.

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