# Medical Visual Question Answering on OmniMedVQA (Pass@1)

Source: [Medical Visual Question Answering on OmniMedVQA (Pass@1)](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-omnimedvqa-pass-at-1>)

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

Data updated: 2026-02-26T05:57:28.899Z

Evaluation of model performance on the OmniMedVQA dataset for medical visual question answering capabilities, specifically reporting the Pass@1 score.

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 Visual Question Answering |
| Dataset (including any stated split) | OmniMedVQA |
| Metric | Pass@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Pass@1](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-omnimedvqa-pass-at-1.md?metric=Pass%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pass@1 | Result date | Report paper |
| --- | --- | --- | --- |
| MedXIAOHE | 83.4 | Not recorded | 6992a4639ebc499c97406b0d |
| Gemini 3.0 Pro | 81.96 | Not recorded | 6992a4639ebc499c97406b0d |
| GPT-5.2 Thinking | 73.95 | Not recorded | 6992a4639ebc499c97406b0d |
| Gemini 2.5 Pro | 71.86 | Not recorded | 6992a4639ebc499c97406b0d |

### MedXIAOHE

Pass@1: 83.4. Result ID: 699a5ab55698665ec4e27e40.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4639ebc499c97406b0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6992a4639ebc499c97406b0d.md>)

Recorded evaluation configuration: {"Mode":"Thinking mode","Decoding":"Greedy"}. This record does not assert independent reproduction.

### Gemini 3.0 Pro

Pass@1: 81.96. Result ID: 699a5ab55698665ec4e27e3e.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4639ebc499c97406b0d.md>)

Recorded evaluation configuration: {"Decoding":"Greedy"}. This record does not assert independent reproduction.

### GPT-5.2 Thinking

Pass@1: 73.95. Result ID: 699a5ab55698665ec4e27e3d.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4639ebc499c97406b0d.md>)

Recorded evaluation configuration: {"Mode":"Thinking mode","Decoding":"Greedy"}. This record does not assert independent reproduction.

### Gemini 2.5 Pro

Pass@1: 71.86. Result ID: 699a5ab55698665ec4e27e3f.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4639ebc499c97406b0d.md>)

Recorded evaluation configuration: {"Decoding":"Greedy"}. This record does not assert independent reproduction.

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