# Mathematical Reasoning on AIME '25 (Accuracy, Tokens)

Source: [Mathematical Reasoning on AIME '25 (Accuracy, Tokens)](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime-25-accuracy-tokens>)

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

Data updated: 2026-04-27T07:40:17.456Z

Evaluation of model performance on the AIME '25 dataset for mathematical reasoning, measured by Accuracy and Token count.

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 |
| 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

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

- [Tokens](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime-25-accuracy-tokens.md?metric=Tokens>): Lower is better; unit: OTHER.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SFT + RL | 25.6 | Not recorded | 69eeeda455a3c32af89f9868 |
| Abstract-CoT (Warm-up + RL) | 24.4 | Not recorded | 69eeeda455a3c32af89f9868 |
| Baseline | 23.3 | Not recorded | 69eeeda455a3c32af89f9868 |
| SFT (CoT) | 23.3 | Not recorded | 69eeeda455a3c32af89f9868 |
| Abstract-CoT (Warm-up) | 20 | Not recorded | 69eeeda455a3c32af89f9868 |
| SFT (no CoT) | 18.9 | Not recorded | 69eeeda455a3c32af89f9868 |
| Abstract-CoT (RL-only) | 18.9 | Not recorded | 69eeeda455a3c32af89f9868 |

### SFT + RL

Accuracy: 25.6. Result ID: 69ef12c547f34ce924d4f698.

[Reporting paper](<https://www.sota2.com/research/paper/69eeeda455a3c32af89f9868.md>)

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

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

Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction.

### Abstract-CoT (Warm-up + RL)

Accuracy: 24.4. Result ID: 69ef12c547f34ce924d4f69b.

[Reporting paper](<https://www.sota2.com/research/paper/69eeeda455a3c32af89f9868.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eeeda455a3c32af89f9868.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction.

### Baseline

Accuracy: 23.3. Result ID: 69ef12c547f34ce924d4f695.

[Reporting paper](<https://www.sota2.com/research/paper/69eeeda455a3c32af89f9868.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction.

### SFT (CoT)

Accuracy: 23.3. Result ID: 69ef12c547f34ce924d4f697.

[Reporting paper](<https://www.sota2.com/research/paper/69eeeda455a3c32af89f9868.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction.

### Abstract-CoT (Warm-up)

Accuracy: 20. Result ID: 69ef12c547f34ce924d4f69a.

[Reporting paper](<https://www.sota2.com/research/paper/69eeeda455a3c32af89f9868.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eeeda455a3c32af89f9868.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction.

### SFT (no CoT)

Accuracy: 18.9. Result ID: 69ef12c547f34ce924d4f696.

[Reporting paper](<https://www.sota2.com/research/paper/69eeeda455a3c32af89f9868.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction.

### Abstract-CoT (RL-only)

Accuracy: 18.9. Result ID: 69ef12c547f34ce924d4f699.

[Reporting paper](<https://www.sota2.com/research/paper/69eeeda455a3c32af89f9868.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eeeda455a3c32af89f9868.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction.

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