# Mathematical Reasoning on AIME 25 (Accuracy (pass@1))

Source: [Mathematical Reasoning on AIME 25 (Accuracy (pass@1))](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime-25-accuracy-pass-at-1>)

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

Data updated: 2026-05-14T06:44:57.333Z

Evaluation of model performance on the AIME 25 dataset for mathematical reasoning, specifically reporting the success rate using the Accuracy (pass@1) metric.

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 25 |
| Metric | Accuracy (pass@1) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [Accuracy (pass@1)](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime-25-accuracy-pass-at-1.md?metric=Accuracy%20(pass%401)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (pass@1) | Result date | Report paper |
| --- | --- | --- | --- |
| Critique | 37.29 | Not recorded | 68fa79691e209131cea7d795 |
| Wait | 36.77 | Not recorded | 68fa79691e209131cea7d795 |
| Alternatively | 36.51 | Not recorded | 68fa79691e209131cea7d795 |
| Hmm | 36.51 | Not recorded | 68fa79691e209131cea7d795 |
| Baseline (w/o BF) | 36.41 | Not recorded | 68fa79691e209131cea7d795 |
| Learned | 36.09 | Not recorded | 68fa79691e209131cea7d795 |
| Wait | 30.26 | Not recorded | 68fa79691e209131cea7d795 |
| Learned | 30.26 | Not recorded | 68fa79691e209131cea7d795 |
| Hmm | 30.1 | Not recorded | 68fa79691e209131cea7d795 |
| Critique | 29.9 | Not recorded | 68fa79691e209131cea7d795 |
| Alternatively | 29.64 | Not recorded | 68fa79691e209131cea7d795 |
| Baseline (w/o BF) | 29.32 | Not recorded | 68fa79691e209131cea7d795 |
| Hmm | 23.85 | Not recorded | 68fa79691e209131cea7d795 |
| Alternatively | 23.8 | Not recorded | 68fa79691e209131cea7d795 |
| Wait | 23.49 | Not recorded | 68fa79691e209131cea7d795 |
| Baseline (w/o BF) | 23.33 | Not recorded | 68fa79691e209131cea7d795 |
| Critique | 22.45 | Not recorded | 68fa79691e209131cea7d795 |
| Learned | 22.4 | Not recorded | 68fa79691e209131cea7d795 |

### Critique

Accuracy (pass@1): 37.29. Result ID: 6a056df147f34ce924ebc021.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d795.md>)

Recorded evaluation configuration: {"Backbone Model":"DS-R1-Qwen-7B","Cmax":"3","Bmax":"9216"}. This record does not assert independent reproduction.

### Wait

Accuracy (pass@1): 36.77. Result ID: 6a056df147f34ce924ebc020.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d795.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77401e209131cea72012.md>)

[Implementation](<https://github.com/simplescaling/s1>)

Recorded evaluation configuration: {"Backbone Model":"DS-R1-Qwen-7B","Cmax":"3","Bmax":"9216"}. This record does not assert independent reproduction.

### Alternatively

Accuracy (pass@1): 36.51. Result ID: 6a056df147f34ce924ebc01e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d795.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77401e209131cea72012.md>)

[Implementation](<https://github.com/simplescaling/s1>)

Recorded evaluation configuration: {"Backbone Model":"DS-R1-Qwen-7B","Cmax":"3","Bmax":"9216"}. This record does not assert independent reproduction.

### Hmm

Accuracy (pass@1): 36.51. Result ID: 6a056df147f34ce924ebc01f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d795.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77401e209131cea72012.md>)

[Implementation](<https://github.com/simplescaling/s1>)

Recorded evaluation configuration: {"Backbone Model":"DS-R1-Qwen-7B","Cmax":"3","Bmax":"9216"}. This record does not assert independent reproduction.

### Baseline (w/o BF)

Accuracy (pass@1): 36.41. Result ID: 6a056df147f34ce924ebc01d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d795.md>)

Recorded evaluation configuration: {"Backbone Model":"DS-R1-Qwen-7B","Cmax":"3","Bmax":"9216"}. This record does not assert independent reproduction.

### Learned

Accuracy (pass@1): 36.09. Result ID: 6a056df147f34ce924ebc022.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d795.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d795.md>)

Recorded evaluation configuration: {"Backbone Model":"DS-R1-Qwen-7B","Cmax":"3","Bmax":"9216"}. This record does not assert independent reproduction.

### Wait

Accuracy (pass@1): 30.26. Result ID: 6a056df147f34ce924ebc026.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d795.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77401e209131cea72012.md>)

[Implementation](<https://github.com/simplescaling/s1>)

Recorded evaluation configuration: {"Backbone Model":"DS-R1-Llama-8B","Cmax":"3","Bmax":"9216"}. This record does not assert independent reproduction.

### Learned

Accuracy (pass@1): 30.26. Result ID: 6a056df147f34ce924ebc028.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d795.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d795.md>)

Recorded evaluation configuration: {"Backbone Model":"DS-R1-Llama-8B","Cmax":"3","Bmax":"9216"}. This record does not assert independent reproduction.

### Hmm

Accuracy (pass@1): 30.1. Result ID: 6a056df147f34ce924ebc025.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d795.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77401e209131cea72012.md>)

[Implementation](<https://github.com/simplescaling/s1>)

Recorded evaluation configuration: {"Backbone Model":"DS-R1-Llama-8B","Cmax":"3","Bmax":"9216"}. This record does not assert independent reproduction.

### Critique

Accuracy (pass@1): 29.9. Result ID: 6a056df147f34ce924ebc027.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d795.md>)

Recorded evaluation configuration: {"Backbone Model":"DS-R1-Llama-8B","Cmax":"3","Bmax":"9216"}. This record does not assert independent reproduction.

### Alternatively

Accuracy (pass@1): 29.64. Result ID: 6a056df147f34ce924ebc024.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d795.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77401e209131cea72012.md>)

[Implementation](<https://github.com/simplescaling/s1>)

Recorded evaluation configuration: {"Backbone Model":"DS-R1-Llama-8B","Cmax":"3","Bmax":"9216"}. This record does not assert independent reproduction.

### Baseline (w/o BF)

Accuracy (pass@1): 29.32. Result ID: 6a056df147f34ce924ebc023.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d795.md>)

Recorded evaluation configuration: {"Backbone Model":"DS-R1-Llama-8B","Cmax":"3","Bmax":"9216"}. This record does not assert independent reproduction.

### Hmm

Accuracy (pass@1): 23.85. Result ID: 6a056df147f34ce924ebc019.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d795.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77401e209131cea72012.md>)

[Implementation](<https://github.com/simplescaling/s1>)

Recorded evaluation configuration: {"Backbone Model":"DS-R1-Qwen-1.5B","Cmax":"3","Bmax":"9216"}. This record does not assert independent reproduction.

### Alternatively

Accuracy (pass@1): 23.8. Result ID: 6a056df147f34ce924ebc018.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d795.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77401e209131cea72012.md>)

[Implementation](<https://github.com/simplescaling/s1>)

Recorded evaluation configuration: {"Backbone Model":"DS-R1-Qwen-1.5B","Cmax":"3","Bmax":"9216"}. This record does not assert independent reproduction.

### Wait

Accuracy (pass@1): 23.49. Result ID: 6a056df147f34ce924ebc01a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d795.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77401e209131cea72012.md>)

[Implementation](<https://github.com/simplescaling/s1>)

Recorded evaluation configuration: {"Backbone Model":"DS-R1-Qwen-1.5B","Cmax":"3","Bmax":"9216"}. This record does not assert independent reproduction.

### Baseline (w/o BF)

Accuracy (pass@1): 23.33. Result ID: 6a056df147f34ce924ebc017.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d795.md>)

Recorded evaluation configuration: {"Backbone Model":"DS-R1-Qwen-1.5B","Cmax":"3","Bmax":"9216"}. This record does not assert independent reproduction.

### Critique

Accuracy (pass@1): 22.45. Result ID: 6a056df147f34ce924ebc01b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d795.md>)

Recorded evaluation configuration: {"Backbone Model":"DS-R1-Qwen-1.5B","Cmax":"3","Bmax":"9216"}. This record does not assert independent reproduction.

### Learned

Accuracy (pass@1): 22.4. Result ID: 6a056df147f34ce924ebc01c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d795.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d795.md>)

Recorded evaluation configuration: {"Backbone Model":"DS-R1-Qwen-1.5B","Cmax":"3","Bmax":"9216"}. This record does not assert independent reproduction.

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