# Biomedical Question Answering on MedMCQA In-Domain (test)

Source: [Biomedical Question Answering on MedMCQA In-Domain (test)](<https://www.sota2.com/research/sota/biomedical-question-answering-on-medmcqa-in-domain-test>)

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

Data updated: 2026-02-26T05:29:04.616Z

Evaluation of model performance on the test split of the MedMCQA In-Domain dataset for Biomedical Question Answering, measured using accuracy.

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) | MedMCQA In-Domain (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/biomedical-question-answering-on-medmcqa-in-domain-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Human (expert) | 90 | Not recorded | 68fa70591e209131cea4a74b |
| BioMedGPT-10B | 51.4 | Not recorded | 68fa70591e209131cea4a74b |
| PMC-Llama | 50.5 | Not recorded | 68fa70591e209131cea4a74b |
| Llama2-Chat | 48.3 | Not recorded | 68fa70591e209131cea4a74b |
| Llama | 48.2 | Not recorded | 68fa70591e209131cea4a74b |
| ChatGPT | 44.7 | Not recorded | 68fa70591e209131cea4a74b |
| InstructGPT | 44 | Not recorded | 68fa70591e209131cea4a74b |
| Llama2-Chat | 35.5 | Not recorded | 68fa70591e209131cea4a74b |
| Llama2 | 30.6 | Not recorded | 68fa70591e209131cea4a74b |
| Llama | 24.3 | Not recorded | 68fa70591e209131cea4a74b |

### Human (expert)

Accuracy: 90. Result ID: 69912ace3a6c314849062f7f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70591e209131cea4a74b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa731a1e209131cea5a8e6.md>)

Recorded evaluation configuration: {"Setting":"Manual"}. This record does not assert independent reproduction.

### BioMedGPT-10B

Accuracy: 51.4. Result ID: 69912ace3a6c314849062f88.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70591e209131cea4a74b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70591e209131cea4a74b.md>)

[Implementation](<https://github.com/PharMolix/OpenBioMed>)

Recorded evaluation configuration: {"Setting":"Fine-tuning"}. This record does not assert independent reproduction.

### PMC-Llama

Accuracy: 50.5. Result ID: 69912ace3a6c314849062f87.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70591e209131cea4a74b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70601e209131cea4ab5d.md>)

Recorded evaluation configuration: {"Setting":"Fine-tuning"}. This record does not assert independent reproduction.

### Llama2-Chat

Accuracy: 48.3. Result ID: 69912ace3a6c314849062f86.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70591e209131cea4a74b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701f1e209131cea492fe.md>)

[Implementation](<https://github.com/facebookresearch/llama>)

Recorded evaluation configuration: {"Setting":"Fine-tuning"}. This record does not assert independent reproduction.

### Llama

Accuracy: 48.2. Result ID: 69912ace3a6c314849062f85.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70591e209131cea4a74b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eae1e209131cea41685.md>)

[Implementation](<https://github.com/facebookresearch/llama>)

Recorded evaluation configuration: {"Setting":"Fine-tuning"}. This record does not assert independent reproduction.

### ChatGPT

Accuracy: 44.7. Result ID: 69912ace3a6c314849062f81.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70591e209131cea4a74b.md>)

Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction.

### InstructGPT

Accuracy: 44. Result ID: 69912ace3a6c314849062f80.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70591e209131cea4a74b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf71e209131cea314c0.md>)

[Implementation](<https://github.com/openai/following-instructions-human-feedback>)

Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction.

### Llama2-Chat

Accuracy: 35.5. Result ID: 69912ace3a6c314849062f84.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70591e209131cea4a74b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701f1e209131cea492fe.md>)

[Implementation](<https://github.com/facebookresearch/llama>)

Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction.

### Llama2

Accuracy: 30.6. Result ID: 69912ace3a6c314849062f83.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70591e209131cea4a74b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701f1e209131cea492fe.md>)

[Implementation](<https://github.com/facebookresearch/llama>)

Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction.

### Llama

Accuracy: 24.3. Result ID: 69912ace3a6c314849062f82.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70591e209131cea4a74b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eae1e209131cea41685.md>)

[Implementation](<https://github.com/facebookresearch/llama>)

Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction.

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