# Professional Consensus Building on MedQA

Source: [Professional Consensus Building on MedQA](<https://www.sota2.com/research/sota/professional-consensus-building-on-medqa>)

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

Data updated: 2026-03-27T12:38:26.419Z

Evaluation of model performance on the MedQA dataset specifically focusing on Professional Consensus Building, typically measured by 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 | Professional Consensus Building |
| Dataset (including any stated split) | MedQA |
| Metric | MedQA Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [MedQA Accuracy](<https://www.sota2.com/research/sota/professional-consensus-building-on-medqa.md?metric=MedQA%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MedQA Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CAMEL | 84.83 | Not recorded | 69c60ef00636e5bf4afc8410 |
| BEACOF | 84.67 | Not recorded | 69c60ef00636e5bf4afc8410 |
| ReConcile | 73.25 | Not recorded | 69c60ef00636e5bf4afc8410 |
| MAD | 71.83 | Not recorded | 69c60ef00636e5bf4afc8410 |
| ReConcile | 55.5 | Not recorded | 69c60ef00636e5bf4afc8410 |
| BEACOF | 55.5 | Not recorded | 69c60ef00636e5bf4afc8410 |
| CAMEL | 54.5 | Not recorded | 69c60ef00636e5bf4afc8410 |
| BEACOF | 52.23 | Not recorded | 69c60ef00636e5bf4afc8410 |
| CAMEL | 52.17 | Not recorded | 69c60ef00636e5bf4afc8410 |
| ReConcile | 44.75 | Not recorded | 69c60ef00636e5bf4afc8410 |
| MAD | 34.5 | Not recorded | 69c60ef00636e5bf4afc8410 |
| MAD | 31.17 | Not recorded | 69c60ef00636e5bf4afc8410 |

### CAMEL

MedQA Accuracy: 84.83. Result ID: 69c6795247f34ce924b04e90.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef00636e5bf4afc8410.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71131e209131cea4f1bf.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-30B-A3B"}. This record does not assert independent reproduction.

### BEACOF

MedQA Accuracy: 84.67. Result ID: 69c6795247f34ce924b04e93.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef00636e5bf4afc8410.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60ef00636e5bf4afc8410.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-30B-A3B"}. This record does not assert independent reproduction.

### ReConcile

MedQA Accuracy: 73.25. Result ID: 69c6795247f34ce924b04e92.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef00636e5bf4afc8410.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73b61e209131cea5e0f5.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-30B-A3B"}. This record does not assert independent reproduction.

### MAD

MedQA Accuracy: 71.83. Result ID: 69c6795247f34ce924b04e91.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef00636e5bf4afc8410.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75171e209131cea65abb.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-30B-A3B"}. This record does not assert independent reproduction.

### ReConcile

MedQA Accuracy: 55.5. Result ID: 69c6795247f34ce924b04e8e.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef00636e5bf4afc8410.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73b61e209131cea5e0f5.md>)

Recorded evaluation configuration: {"Base Model":"Gemma3-12B"}. This record does not assert independent reproduction.

### BEACOF

MedQA Accuracy: 55.5. Result ID: 69c6795247f34ce924b04e8f.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef00636e5bf4afc8410.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60ef00636e5bf4afc8410.md>)

Recorded evaluation configuration: {"Base Model":"Gemma3-12B"}. This record does not assert independent reproduction.

### CAMEL

MedQA Accuracy: 54.5. Result ID: 69c6795247f34ce924b04e8c.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef00636e5bf4afc8410.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71131e209131cea4f1bf.md>)

Recorded evaluation configuration: {"Base Model":"Gemma3-12B"}. This record does not assert independent reproduction.

### BEACOF

MedQA Accuracy: 52.23. Result ID: 69c6795247f34ce924b04e8b.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef00636e5bf4afc8410.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60ef00636e5bf4afc8410.md>)

Recorded evaluation configuration: {"Base Model":"Llama3.1-8B-Instruct"}. This record does not assert independent reproduction.

### CAMEL

MedQA Accuracy: 52.17. Result ID: 69c6795247f34ce924b04e88.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef00636e5bf4afc8410.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71131e209131cea4f1bf.md>)

Recorded evaluation configuration: {"Base Model":"Llama3.1-8B-Instruct"}. This record does not assert independent reproduction.

### ReConcile

MedQA Accuracy: 44.75. Result ID: 69c6795247f34ce924b04e8a.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef00636e5bf4afc8410.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73b61e209131cea5e0f5.md>)

Recorded evaluation configuration: {"Base Model":"Llama3.1-8B-Instruct"}. This record does not assert independent reproduction.

### MAD

MedQA Accuracy: 34.5. Result ID: 69c6795247f34ce924b04e89.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef00636e5bf4afc8410.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75171e209131cea65abb.md>)

Recorded evaluation configuration: {"Base Model":"Llama3.1-8B-Instruct"}. This record does not assert independent reproduction.

### MAD

MedQA Accuracy: 31.17. Result ID: 69c6795247f34ce924b04e8d.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef00636e5bf4afc8410.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75171e209131cea65abb.md>)

Recorded evaluation configuration: {"Base Model":"Gemma3-12B"}. This record does not assert independent reproduction.

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