# Mathematical Reasoning on Aggregate (AIME, AMC, MATH, Minerva, Olympiad)

Source: [Mathematical Reasoning on Aggregate (AIME, AMC, MATH, Minerva, Olympiad)](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aggregate-aime-amc-math-minerva-olympiad>)

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

Data updated: 2026-04-14T11:14:59.676Z

Evaluation of Mathematical Reasoning performance across an aggregate benchmark comprising AIME, AMC, MATH, Minerva, and Olympiad datasets, reporting the average score.

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) | Aggregate (AIME, AMC, MATH, Minerva, Olympiad) |
| Metric | Average Score |
| Unit | PERCENT |
| 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](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aggregate-aime-amc-math-minerva-olympiad.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Score | Result date | Report paper |
| --- | --- | --- | --- |
| EAPO | 48.6 | Not recorded | 69ddca697d0172140ec79e8a |
| Forking | 47.9 | Not recorded | 69ddca697d0172140ec79e8a |
| EntroAdv | 47.9 | Not recorded | 69ddca697d0172140ec79e8a |
| DAPO | 47.2 | Not recorded | 69ddca697d0172140ec79e8a |
| KL-Cov | 46.4 | Not recorded | 69ddca697d0172140ec79e8a |
| EntroReg | 46.2 | Not recorded | 69ddca697d0172140ec79e8a |
| GRPO | 43.8 | Not recorded | 69ddca697d0172140ec79e8a |
| W-REINF | 41.6 | Not recorded | 69ddca697d0172140ec79e8a |
| PRIME | 30.1 | Not recorded | 69ddca697d0172140ec79e8a |
| Base-7B | 20.8 | Not recorded | 69ddca697d0172140ec79e8a |

### EAPO

Average Score: 48.6. Result ID: 69de21a847f34ce924c688e2.

[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.

### Forking

Average Score: 47.9. Result ID: 69de21a847f34ce924c688df.

[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.

### EntroAdv

Average Score: 47.9. Result ID: 69de21a847f34ce924c688e0.

[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.

### DAPO

Average Score: 47.2. Result ID: 69de21a847f34ce924c688dd.

[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.

### KL-Cov

Average Score: 46.4. Result ID: 69de21a847f34ce924c688e1.

[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: 46.2. Result ID: 69de21a847f34ce924c688de.

[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.

### GRPO

Average Score: 43.8. Result ID: 69de21a847f34ce924c688dc.

[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.

### W-REINF

Average Score: 41.6. Result ID: 69de21a847f34ce924c688db.

[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.

### PRIME

Average Score: 30.1. Result ID: 69de21a847f34ce924c688da.

[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: 20.8. Result ID: 69de21a847f34ce924c688d9.

[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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