# Mathematical Reasoning on AIME 2025 (Pass@k and Voting Metrics)

Source: [Mathematical Reasoning on AIME 2025 (Pass@k and Voting Metrics)](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime-2025-pass-at-k-and-voting-metrics>)

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

Data updated: 2026-02-26T05:57:25.889Z

Evaluation of model performance on the American Invitational Mathematics Examination (AIME) 2025 dataset, reporting results across various sampling strategies including Pass@k and voting mechanisms.

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) | AIME 2025 |
| Metric | Pass@1 |
| 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

- [Pass@1](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime-2025-pass-at-k-and-voting-metrics.md?metric=Pass%401>): Higher is better; unit: PERCENT.

- [Majority Voting@8](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime-2025-pass-at-k-and-voting-metrics.md?metric=Majority%20Voting%408>): Higher is better; unit: PERCENT.

- [Best-of-8](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime-2025-pass-at-k-and-voting-metrics.md?metric=Best-of-8>): Higher is better; unit: PERCENT.

- [Verifier Voting@8](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime-2025-pass-at-k-and-voting-metrics.md?metric=Verifier%20Voting%408>): Higher is better; unit: PERCENT.

- [Pass@8](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime-2025-pass-at-k-and-voting-metrics.md?metric=Pass%408>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pass@1 | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen3-235B-A22B-Thinking-2507 | 95.4 | Not recorded | 693ba1796cfd488761a55186 |
| gpt-oss-120b | 92.3 | Not recorded | 693ba1796cfd488761a55186 |
| DeepSeek-R1-0528 | 87.1 | Not recorded | 693ba1796cfd488761a55186 |
| QwQ-32B | 70 | Not recorded | 693ba1796cfd488761a55186 |
| DeepSeek-R1-Distill-Qwen-32B | 55.9 | Not recorded | 693ba1796cfd488761a55186 |
| DeepSeek-R1-Distill-Llama-70B | 44 | Not recorded | 693ba1796cfd488761a55186 |
| DeepSeek-R1-Distill-Qwen-7B | 39.1 | Not recorded | 693ba1796cfd488761a55186 |

### Qwen3-235B-A22B-Thinking-2507

Pass@1: 95.4. Result ID: 6996c36f5698665ec40ec537.

[Reporting paper](<https://www.sota2.com/research/paper/693ba1796cfd488761a55186.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Policy":"Qwen3-235B-A22B-Thinking-2507"}. This record does not assert independent reproduction.

### gpt-oss-120b

Pass@1: 92.3. Result ID: 6996c36f5698665ec40ec535.

[Reporting paper](<https://www.sota2.com/research/paper/693ba1796cfd488761a55186.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ab01e209131cea84a0c.md>)

Recorded evaluation configuration: {"Policy":"gpt-oss-120b"}. This record does not assert independent reproduction.

### DeepSeek-R1-0528

Pass@1: 87.1. Result ID: 6996c36f5698665ec40ec534.

[Reporting paper](<https://www.sota2.com/research/paper/693ba1796cfd488761a55186.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76a91e209131cea6e3eb.md>)

Recorded evaluation configuration: {"Policy":"DeepSeek-R1-0528"}. This record does not assert independent reproduction.

### QwQ-32B

Pass@1: 70. Result ID: 6996c36f5698665ec40ec536.

[Reporting paper](<https://www.sota2.com/research/paper/693ba1796cfd488761a55186.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Policy":"QwQ-32B"}. This record does not assert independent reproduction.

### DeepSeek-R1-Distill-Qwen-32B

Pass@1: 55.9. Result ID: 6996c36f5698665ec40ec532.

[Reporting paper](<https://www.sota2.com/research/paper/693ba1796cfd488761a55186.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76a91e209131cea6e3eb.md>)

Recorded evaluation configuration: {"Policy":"DeepSeek-R1-Distill-Qwen-32B"}. This record does not assert independent reproduction.

### DeepSeek-R1-Distill-Llama-70B

Pass@1: 44. Result ID: 6996c36f5698665ec40ec533.

[Reporting paper](<https://www.sota2.com/research/paper/693ba1796cfd488761a55186.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76a91e209131cea6e3eb.md>)

Recorded evaluation configuration: {"Policy":"DeepSeek-R1-Distill-Llama-70B"}. This record does not assert independent reproduction.

### DeepSeek-R1-Distill-Qwen-7B

Pass@1: 39.1. Result ID: 6996c36f5698665ec40ec531.

[Reporting paper](<https://www.sota2.com/research/paper/693ba1796cfd488761a55186.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76a91e209131cea6e3eb.md>)

Recorded evaluation configuration: {"Policy":"DeepSeek-R1-Distill-Qwen-7B"}. This record does not assert independent reproduction.

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