# Mathematical Reasoning on AIME 2025 (Avg@32, Pass@32)

Source: [Mathematical Reasoning on AIME 2025 (Avg@32, Pass@32)](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime-2025-avg-at-32-pass-at-32>)

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

Data updated: 2026-04-14T11:14:59.615Z

Evaluation of model performance on the American Invitational Mathematics Examination (AIME) 2025 dataset, reporting results using sampling parameters Avg@32 and Pass@32.

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 | Average Score (Avg@32) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Average Score (Avg@32)](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime-2025-avg-at-32-pass-at-32.md?metric=Average%20Score%20(Avg%4032)>): Higher is better; unit: SCALAR.

- [Pass Rate (Pass@32)](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime-2025-avg-at-32-pass-at-32.md?metric=Pass%20Rate%20(Pass%4032)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Score (Avg@32) | Result date | Report paper |
| --- | --- | --- | --- |
| EAPO | 17.2 | Not recorded | 69ddca697d0172140ec79e8a |
| DAPO | 17.1 | Not recorded | 69ddca697d0172140ec79e8a |
| EntroAdv | 16.3 | Not recorded | 69ddca697d0172140ec79e8a |
| Forking | 15.1 | Not recorded | 69ddca697d0172140ec79e8a |
| KL-Cov | 13.8 | Not recorded | 69ddca697d0172140ec79e8a |
| EntroReg | 12.6 | Not recorded | 69ddca697d0172140ec79e8a |
| W-REINF | 10.1 | Not recorded | 69ddca697d0172140ec79e8a |
| GRPO | 9.3 | Not recorded | 69ddca697d0172140ec79e8a |
| PRIME | 6.1 | Not recorded | 69ddca697d0172140ec79e8a |
| Base-7B | 5.1 | Not recorded | 69ddca697d0172140ec79e8a |

### EAPO

Average Score (Avg@32): 17.2. Result ID: 69de21a847f34ce924c688b0.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca697d0172140ec79e8a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ddca697d0172140ec79e8a.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B","Method Category":"Policy Entropy Method"}. This record does not assert independent reproduction.

### DAPO

Average Score (Avg@32): 17.1. Result ID: 69de21a847f34ce924c688ab.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca697d0172140ec79e8a.md>)

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

Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B","Method Category":"Classic RLVR Method"}. This record does not assert independent reproduction.

### EntroAdv

Average Score (Avg@32): 16.3. Result ID: 69de21a847f34ce924c688ae.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca697d0172140ec79e8a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a921e209131cea83f9d.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B","Method Category":"Policy Entropy Method"}. This record does not assert independent reproduction.

### Forking

Average Score (Avg@32): 15.1. Result ID: 69de21a847f34ce924c688ad.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca697d0172140ec79e8a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79031e209131cea7ba9b.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B","Method Category":"Policy Entropy Method"}. This record does not assert independent reproduction.

### KL-Cov

Average Score (Avg@32): 13.8. Result ID: 69de21a847f34ce924c688af.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca697d0172140ec79e8a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78da1e209131cea7acc9.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B","Method Category":"Policy Entropy Method"}. This record does not assert independent reproduction.

### EntroReg

Average Score (Avg@32): 12.6. Result ID: 69de21a847f34ce924c688ac.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca697d0172140ec79e8a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a921e209131cea83f9d.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B","Method Category":"Policy Entropy Method"}. This record does not assert independent reproduction.

### W-REINF

Average Score (Avg@32): 10.1. Result ID: 69de21a847f34ce924c688a9.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca697d0172140ec79e8a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79001e209131cea7b98b.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B","Method Category":"Classic RLVR Method"}. This record does not assert independent reproduction.

### GRPO

Average Score (Avg@32): 9.3. Result ID: 69de21a847f34ce924c688aa.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca697d0172140ec79e8a.md>)

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

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

Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B","Method Category":"Classic RLVR Method"}. This record does not assert independent reproduction.

### PRIME

Average Score (Avg@32): 6.1. Result ID: 69de21a847f34ce924c688a8.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca697d0172140ec79e8a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b9f1e209131cea8965d.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B","Method Category":"Classic RLVR Method"}. This record does not assert independent reproduction.

### Base-7B

Average Score (Avg@32): 5.1. Result ID: 69de21a847f34ce924c688a7.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca697d0172140ec79e8a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74d81e209131cea6419f.md>)

[Implementation](<https://github.com/QwenLM/Qwen2-Math>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B","Method Category":"Classic RLVR Method"}. This record does not assert independent reproduction.

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