# Mathematical Reasoning on Olympiad Bench (Peak Accuracy)

Source: [Mathematical Reasoning on Olympiad Bench (Peak Accuracy)](<https://www.sota2.com/research/sota/mathematical-reasoning-on-olympiad-bench-peak-accuracy>)

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

Data updated: 2026-05-27T08:40:39.435Z

Evaluation of model performance on mathematical reasoning problems using the Olympiad Bench dataset, specifically measured using Peak 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 | Mathematical Reasoning |
| Dataset (including any stated split) | Olympiad Bench |
| Metric | Peak 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

- [Peak Accuracy](<https://www.sota2.com/research/sota/mathematical-reasoning-on-olympiad-bench-peak-accuracy.md?metric=Peak%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Peak Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| 14B-PC | 0.57 | Not recorded | 6a167a79dbd7150506f7fed0 |
| 14B-GRPO | 0.567 | Not recorded | 6a167a79dbd7150506f7fed0 |
| 14B-DAPO | 0.527 | Not recorded | 6a167a79dbd7150506f7fed0 |
| 8B-DAPO | 0.525 | Not recorded | 6a167a79dbd7150506f7fed0 |
| 8B-PC | 0.507 | Not recorded | 6a167a79dbd7150506f7fed0 |
| 4B-PC | 0.497 | Not recorded | 6a167a79dbd7150506f7fed0 |
| 4B-DAPO | 0.476 | Not recorded | 6a167a79dbd7150506f7fed0 |
| 4B-GRPO | 0.47 | Not recorded | 6a167a79dbd7150506f7fed0 |
| 8B-GRPO | 0.457 | Not recorded | 6a167a79dbd7150506f7fed0 |
| 1.5B-DAPO | 0.43 | Not recorded | 6a167a79dbd7150506f7fed0 |
| 1.5B-PC | 0.43 | Not recorded | 6a167a79dbd7150506f7fed0 |
| 1.5B-GRPO | 0.418 | Not recorded | 6a167a79dbd7150506f7fed0 |

### 14B-PC

Peak Accuracy: 0.57. Result ID: 6a16ace4fbc373592c0fd8f6.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a79dbd7150506f7fed0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167a79dbd7150506f7fed0.md>)

Recorded evaluation configuration: {"Model Scale":"14B","RL Algorithm":"PC","Rollouts Trained":"2,048","Rollouts Sampled":"4,096"}. This record does not assert independent reproduction.

### 14B-GRPO

Peak Accuracy: 0.567. Result ID: 6a16ace4fbc373592c0fd8f4.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a79dbd7150506f7fed0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73101e209131cea5a395.md>)

[Implementation](<https://github.com/deepseek-ai/DeepSeek-Math>)

Recorded evaluation configuration: {"Model Scale":"14B","RL Algorithm":"GRPO","Rollouts Trained":"2,048","Rollouts Sampled":"2,048"}. This record does not assert independent reproduction.

### 14B-DAPO

Peak Accuracy: 0.527. Result ID: 6a16ace4fbc373592c0fd8f5.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a79dbd7150506f7fed0.md>)

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

Recorded evaluation configuration: {"Model Scale":"14B","RL Algorithm":"DAPO","Rollouts Trained":"2,048","Rollouts Sampled":"6,144"}. This record does not assert independent reproduction.

### 8B-DAPO

Peak Accuracy: 0.525. Result ID: 6a16ace4fbc373592c0fd8f2.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a79dbd7150506f7fed0.md>)

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

Recorded evaluation configuration: {"Model Scale":"8B","RL Algorithm":"DAPO","Rollouts Trained":"2,048","Rollouts Sampled":"6,144"}. This record does not assert independent reproduction.

### 8B-PC

Peak Accuracy: 0.507. Result ID: 6a16ace4fbc373592c0fd8f3.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a79dbd7150506f7fed0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167a79dbd7150506f7fed0.md>)

Recorded evaluation configuration: {"Model Scale":"8B","RL Algorithm":"PC","Rollouts Trained":"2,048","Rollouts Sampled":"4,096"}. This record does not assert independent reproduction.

### 4B-PC

Peak Accuracy: 0.497. Result ID: 6a16ace4fbc373592c0fd8f0.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a79dbd7150506f7fed0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167a79dbd7150506f7fed0.md>)

Recorded evaluation configuration: {"Model Scale":"4B","RL Algorithm":"PC","Rollouts Trained":"2,048","Rollouts Sampled":"4,096"}. This record does not assert independent reproduction.

### 4B-DAPO

Peak Accuracy: 0.476. Result ID: 6a16ace4fbc373592c0fd8ef.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a79dbd7150506f7fed0.md>)

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

Recorded evaluation configuration: {"Model Scale":"4B","RL Algorithm":"DAPO","Rollouts Trained":"2,048","Rollouts Sampled":"6,144"}. This record does not assert independent reproduction.

### 4B-GRPO

Peak Accuracy: 0.47. Result ID: 6a16ace4fbc373592c0fd8ee.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a79dbd7150506f7fed0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73101e209131cea5a395.md>)

[Implementation](<https://github.com/deepseek-ai/DeepSeek-Math>)

Recorded evaluation configuration: {"Model Scale":"4B","RL Algorithm":"GRPO","Rollouts Trained":"2,048","Rollouts Sampled":"2,048"}. This record does not assert independent reproduction.

### 8B-GRPO

Peak Accuracy: 0.457. Result ID: 6a16ace4fbc373592c0fd8f1.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a79dbd7150506f7fed0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73101e209131cea5a395.md>)

[Implementation](<https://github.com/deepseek-ai/DeepSeek-Math>)

Recorded evaluation configuration: {"Model Scale":"8B","RL Algorithm":"GRPO","Rollouts Trained":"2,048","Rollouts Sampled":"2,048"}. This record does not assert independent reproduction.

### 1.5B-DAPO

Peak Accuracy: 0.43. Result ID: 6a16ace4fbc373592c0fd8ec.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a79dbd7150506f7fed0.md>)

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

Recorded evaluation configuration: {"Model Scale":"1.5B","RL Algorithm":"DAPO","Rollouts Trained":"2,048","Rollouts Sampled":"6,144"}. This record does not assert independent reproduction.

### 1.5B-PC

Peak Accuracy: 0.43. Result ID: 6a16ace4fbc373592c0fd8ed.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a79dbd7150506f7fed0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167a79dbd7150506f7fed0.md>)

Recorded evaluation configuration: {"Model Scale":"1.5B","RL Algorithm":"PC","Rollouts Trained":"2,048","Rollouts Sampled":"4,096"}. This record does not assert independent reproduction.

### 1.5B-GRPO

Peak Accuracy: 0.418. Result ID: 6a16ace4fbc373592c0fd8eb.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a79dbd7150506f7fed0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73101e209131cea5a395.md>)

[Implementation](<https://github.com/deepseek-ai/DeepSeek-Math>)

Recorded evaluation configuration: {"Model Scale":"1.5B","RL Algorithm":"GRPO","Rollouts Trained":"2,048","Rollouts Sampled":"2,048"}. This record does not assert independent reproduction.

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