# General Question Answering on ExpertQA

Source: [General Question Answering on ExpertQA](<https://www.sota2.com/research/sota/general-question-answering-on-expertqa>)

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

Data updated: 2026-03-24T13:18:04.433Z

Evaluation of model performance on the ExpertQA dataset for General Question Answering, reporting metrics such as Reward and Win Rate.

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 | General Question Answering |
| Dataset (including any stated split) | ExpertQA |
| Metric | Reward |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Reward](<https://www.sota2.com/research/sota/general-question-answering-on-expertqa.md?metric=Reward>): Higher is better; unit: SCALAR.

- [Win Rate](<https://www.sota2.com/research/sota/general-question-answering-on-expertqa.md?metric=Win%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Reward | Result date | Report paper |
| --- | --- | --- | --- |
| DAPO+START | 0.2385 | Not recorded | 69c21a6b0636e5bf4afc46c3 |
| DAPO | 0.2352 | Not recorded | 69c21a6b0636e5bf4afc46c3 |
| GRPO+START | 0.2201 | Not recorded | 69c21a6b0636e5bf4afc46c3 |
| GRPO | 0.2182 | Not recorded | 69c21a6b0636e5bf4afc46c3 |
| GRPO-MA | 0.214 | Not recorded | 69c21a6b0636e5bf4afc46c3 |
| GRPO+START | 0.1876 | Not recorded | 69c21a6b0636e5bf4afc46c3 |
| GRPO-MA | 0.1859 | Not recorded | 69c21a6b0636e5bf4afc46c3 |
| GRPO | 0.1849 | Not recorded | 69c21a6b0636e5bf4afc46c3 |

### DAPO+START

Reward: 0.2385. Result ID: 69c28f0147f34ce924aaca53.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6b0636e5bf4afc46c3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6b0636e5bf4afc46c3.md>)

Recorded evaluation configuration: {"Configuration":"DAPO+START"}. This record does not assert independent reproduction.

### DAPO

Reward: 0.2352. Result ID: 69c28f0147f34ce924aaca52.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6b0636e5bf4afc46c3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a81e209131cea79ac6.md>)

Recorded evaluation configuration: {"Configuration":"DAPO"}. This record does not assert independent reproduction.

### GRPO+START

Reward: 0.2201. Result ID: 69c28f0147f34ce924aaca50.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6b0636e5bf4afc46c3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6b0636e5bf4afc46c3.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Post-trained"}. This record does not assert independent reproduction.

### GRPO

Reward: 0.2182. Result ID: 69c28f0147f34ce924aaca4c.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6b0636e5bf4afc46c3.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Post-trained"}. This record does not assert independent reproduction.

### GRPO-MA

Reward: 0.214. Result ID: 69c28f0147f34ce924aaca4e.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6b0636e5bf4afc46c3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb71e209131cea8a1f1.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Post-trained"}. This record does not assert independent reproduction.

### GRPO+START

Reward: 0.1876. Result ID: 69c28f0147f34ce924aaca51.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6b0636e5bf4afc46c3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6b0636e5bf4afc46c3.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"T\_post + A\_pre"}. This record does not assert independent reproduction.

### GRPO-MA

Reward: 0.1859. Result ID: 69c28f0147f34ce924aaca4f.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6b0636e5bf4afc46c3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb71e209131cea8a1f1.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"T\_post + A\_pre"}. This record does not assert independent reproduction.

### GRPO

Reward: 0.1849. Result ID: 69c28f0147f34ce924aaca4d.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6b0636e5bf4afc46c3.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"T\_post + A\_pre"}. This record does not assert independent reproduction.

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