# Medical Question Answering on ExplainCPE (test)

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

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

Data updated: 2026-02-26T05:29:29.274Z

Evaluation of model performance on the test split of the ExplainCPE dataset for Medical Question Answering.

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) | ExplainCPE (test) |
| Metric | Accuracy |
| 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

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

- [Error Rate](<https://www.sota2.com/research/sota/medical-question-answering-on-explaincpe-test.md?metric=Error%20Rate>): Lower is better; unit: PERCENT.

- [Failure Rate](<https://www.sota2.com/research/sota/medical-question-answering-on-explaincpe-test.md?metric=Failure%20Rate>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| GPT-4 | 72 | Not recorded | 68fa72631e209131cea56268 |
| MindMap | 61.7 | Not recorded | 68fa72631e209131cea56268 |
| Embedding Retriever | 54.2 | Not recorded | 68fa72631e209131cea56268 |
| MindMap | 53.5 | Not recorded | 68fa72631e209131cea56268 |
| GPT-3.5 | 52.2 | Not recorded | 68fa72631e209131cea56268 |
| BM25 Retriever | 50 | Not recorded | 68fa72631e209131cea56268 |
| KG Retriever | 42 | Not recorded | 68fa72631e209131cea56268 |

### GPT-4

Accuracy: 72. Result ID: 699236423a6c3148490d57e3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72631e209131cea56268.md>)

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

### MindMap

Accuracy: 61.7. Result ID: 699236423a6c3148490d57e4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72631e209131cea56268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72631e209131cea56268.md>)

[Implementation](<https://github.com/wyl-willing/MindMap>)

Recorded evaluation configuration: {"Prompt Template":"p1"}. This record does not assert independent reproduction.

### Embedding Retriever

Accuracy: 54.2. Result ID: 699236423a6c3148490d57e1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72631e209131cea56268.md>)

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

### MindMap

Accuracy: 53.5. Result ID: 699236423a6c3148490d57e5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72631e209131cea56268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72631e209131cea56268.md>)

[Implementation](<https://github.com/wyl-willing/MindMap>)

Recorded evaluation configuration: {"Prompt Template":"none (w/o p1)"}. This record does not assert independent reproduction.

### GPT-3.5

Accuracy: 52.2. Result ID: 699236423a6c3148490d57df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72631e209131cea56268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f21e209131cea4e458.md>)

[Implementation](<https://github.com/wangcunxiang/QA-Eval>)

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

### BM25 Retriever

Accuracy: 50. Result ID: 699236423a6c3148490d57e0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72631e209131cea56268.md>)

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

### KG Retriever

Accuracy: 42. Result ID: 699236423a6c3148490d57e2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72631e209131cea56268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6acc1e209131cea2a544.md>)

[Implementation](<https://github.com/zhenjia2017/EXAQT>)

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

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