# Medical Multi-choice QA on MMedBench (test)

Source: [Medical Multi-choice QA on MMedBench (test)](<https://www.sota2.com/research/sota/medical-multi-choice-qa-on-mmedbench-test>)

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

Data updated: 2026-02-26T06:06:33.358Z

Evaluation of model performance on the test split of the MMedBench dataset for Medical Multi-choice Question Answering, measured using Token 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 | Medical Multi-choice QA |
| Dataset (including any stated split) | MMedBench (test) |
| Metric | Token Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [Token Accuracy](<https://www.sota2.com/research/sota/medical-multi-choice-qa-on-mmedbench-test.md?metric=Token%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Token Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| OFA-KD | 92.55 | Not recorded | 6993f6419ebc499c97409c62 |
| DEEPFUSION | 92.52 | Not recorded | 6993f6419ebc499c97409c62 |
| FedJETS | 92.45 | Not recorded | 6993f6419ebc499c97409c62 |
| DEEPFUSION | 92.45 | Not recorded | 6993f6419ebc499c97409c62 |
| FedKMT | 92.42 | Not recorded | 6993f6419ebc499c97409c62 |
| FedKMT | 92.42 | Not recorded | 6993f6419ebc499c97409c62 |
| DEEPFUSION | 92.42 | Not recorded | 6993f6419ebc499c97409c62 |
| FedJETS | 92.41 | Not recorded | 6993f6419ebc499c97409c62 |
| OFA-KD | 92.41 | Not recorded | 6993f6419ebc499c97409c62 |
| DEEPFUSION | 92.41 | Not recorded | 6993f6419ebc499c97409c62 |
| FedJETS | 92.39 | Not recorded | 6993f6419ebc499c97409c62 |
| FedKMT | 92.38 | Not recorded | 6993f6419ebc499c97409c62 |
| OFA-KD | 92.38 | Not recorded | 6993f6419ebc499c97409c62 |
| OFA-KD | 92.38 | Not recorded | 6993f6419ebc499c97409c62 |
| FedJETS | 92.36 | Not recorded | 6993f6419ebc499c97409c62 |
| FedKMT | 92.34 | Not recorded | 6993f6419ebc499c97409c62 |

### OFA-KD

Token Accuracy: 92.55. Result ID: 699a96955698665ec421b912.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6419ebc499c97409c62.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71061e209131cea4ea5e.md>)

[Implementation](<https://github.com/Hao840/OFAKD>)

Recorded evaluation configuration: {"N":"128"}. This record does not assert independent reproduction.

### DEEPFUSION

Token Accuracy: 92.52. Result ID: 699a96955698665ec421b913.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6419ebc499c97409c62.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f6419ebc499c97409c62.md>)

Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction.

### FedJETS

Token Accuracy: 92.45. Result ID: 699a96955698665ec421b907.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6419ebc499c97409c62.md>)

Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction.

### DEEPFUSION

Token Accuracy: 92.45. Result ID: 699a96955698665ec421b916.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6419ebc499c97409c62.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f6419ebc499c97409c62.md>)

Recorded evaluation configuration: {"N":"128"}. This record does not assert independent reproduction.

### FedKMT

Token Accuracy: 92.42. Result ID: 699a96955698665ec421b90c.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6419ebc499c97409c62.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76371e209131cea6be4c.md>)

Recorded evaluation configuration: {"N":"32"}. This record does not assert independent reproduction.

### FedKMT

Token Accuracy: 92.42. Result ID: 699a96955698665ec421b90d.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6419ebc499c97409c62.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76371e209131cea6be4c.md>)

Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction.

### DEEPFUSION

Token Accuracy: 92.42. Result ID: 699a96955698665ec421b915.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6419ebc499c97409c62.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f6419ebc499c97409c62.md>)

Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction.

### FedJETS

Token Accuracy: 92.41. Result ID: 699a96955698665ec421b90a.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6419ebc499c97409c62.md>)

Recorded evaluation configuration: {"N":"128"}. This record does not assert independent reproduction.

### OFA-KD

Token Accuracy: 92.41. Result ID: 699a96955698665ec421b911.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6419ebc499c97409c62.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71061e209131cea4ea5e.md>)

[Implementation](<https://github.com/Hao840/OFAKD>)

Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction.

### DEEPFUSION

Token Accuracy: 92.41. Result ID: 699a96955698665ec421b914.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6419ebc499c97409c62.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f6419ebc499c97409c62.md>)

Recorded evaluation configuration: {"N":"32"}. This record does not assert independent reproduction.

### FedJETS

Token Accuracy: 92.39. Result ID: 699a96955698665ec421b908.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6419ebc499c97409c62.md>)

Recorded evaluation configuration: {"N":"32"}. This record does not assert independent reproduction.

### FedKMT

Token Accuracy: 92.38. Result ID: 699a96955698665ec421b90e.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6419ebc499c97409c62.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76371e209131cea6be4c.md>)

Recorded evaluation configuration: {"N":"128"}. This record does not assert independent reproduction.

### OFA-KD

Token Accuracy: 92.38. Result ID: 699a96955698665ec421b90f.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6419ebc499c97409c62.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71061e209131cea4ea5e.md>)

[Implementation](<https://github.com/Hao840/OFAKD>)

Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction.

### OFA-KD

Token Accuracy: 92.38. Result ID: 699a96955698665ec421b910.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6419ebc499c97409c62.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71061e209131cea4ea5e.md>)

[Implementation](<https://github.com/Hao840/OFAKD>)

Recorded evaluation configuration: {"N":"32"}. This record does not assert independent reproduction.

### FedJETS

Token Accuracy: 92.36. Result ID: 699a96955698665ec421b909.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6419ebc499c97409c62.md>)

Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction.

### FedKMT

Token Accuracy: 92.34. Result ID: 699a96955698665ec421b90b.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6419ebc499c97409c62.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76371e209131cea6be4c.md>)

Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
