# Pathology Question Answering on USMLE 1

Source: [Pathology Question Answering on USMLE 1](<https://www.sota2.com/research/sota/pathology-question-answering-on-usmle-1>)

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

Data updated: 2026-06-09T08:03:22.245Z

Evaluation of model performance on the USMLE 1 dataset for Pathology Question Answering, reporting Accuracy and 95% Confidence Interval.

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 | Pathology Question Answering |
| Dataset (including any stated split) | USMLE 1 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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/pathology-question-answering-on-usmle-1.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Accuracy 95% CI](<https://www.sota2.com/research/sota/pathology-question-answering-on-usmle-1.md?metric=Accuracy%2095%25%20CI>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| PathPocket | 93.3 | Not recorded | 6a279e3f90966ade919bf862 |
| Qwen3-30B | 86.7 | Not recorded | 6a279e3f90966ade919bf862 |
| Qwen3-4B | 73.3 | Not recorded | 6a279e3f90966ade919bf862 |
| Qwen3-8B | 71.1 | Not recorded | 6a279e3f90966ade919bf862 |
| Qwen3-0.6B | 22.2 | Not recorded | 6a279e3f90966ade919bf862 |

### PathPocket

Accuracy: 93.3. Result ID: 6a27c882fbc373592c245e2b.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e3f90966ade919bf862.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e3f90966ade919bf862.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Qwen3-30B

Accuracy: 86.7. Result ID: 6a27c882fbc373592c245e2a.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e3f90966ade919bf862.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Parameters":"30B"}. This record does not assert independent reproduction.

### Qwen3-4B

Accuracy: 73.3. Result ID: 6a27c882fbc373592c245e28.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e3f90966ade919bf862.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Parameters":"4B"}. This record does not assert independent reproduction.

### Qwen3-8B

Accuracy: 71.1. Result ID: 6a27c882fbc373592c245e29.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e3f90966ade919bf862.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction.

### Qwen3-0.6B

Accuracy: 22.2. Result ID: 6a27c882fbc373592c245e27.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e3f90966ade919bf862.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Parameters":"0.6B"}. This record does not assert independent reproduction.

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