# Mathematical Reasoning on AIME 2025 (Accuracy, Avg Acc, Avg TPF)

Source: [Mathematical Reasoning on AIME 2025 (Accuracy, Avg Acc, Avg TPF)](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime-2025-accuracy-avg-acc-avg-tpf>)

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

Data updated: 2026-07-08T07:04:52.904Z

Evaluation of model performance on the American Invitational Mathematics Examination (AIME) 2025 dataset, focusing on standard Accuracy, Average Accuracy (Avg Acc), and Average True Positive Frequency (Avg TPF).

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 | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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-2025-accuracy-avg-acc-avg-tpf.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Average Accuracy](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime-2025-accuracy-avg-acc-avg-tpf.md?metric=Average%20Accuracy>): Higher is better; unit: PERCENT.

- [Average TPF](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime-2025-accuracy-avg-acc-avg-tpf.md?metric=Average%20TPF>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Nemotron-Labs-Diffusion-14B | 50 | Not recorded | 6a4dd9b44da6617fe9198c51 |
| Nemotron-Labs-Diffusion-14B | 43.33 | Not recorded | 6a4dd9b44da6617fe9198c51 |
| Nemotron-Labs-Diffusion-14B | 40 | Not recorded | 6a4dd9b44da6617fe9198c51 |
| Nemotron-Labs-Diffusion-14B | 40 | Not recorded | 6a4dd9b44da6617fe9198c51 |
| Ministral3-14B-Instruct-2512 | 29.38 | Not recorded | 6a4dd9b44da6617fe9198c51 |
| Qwen3-14B | 20 | Not recorded | 6a4dd9b44da6617fe9198c51 |
| Gemma-3-12B-IT | 16.88 | Not recorded | 6a4dd9b44da6617fe9198c51 |
| Nemotron-Labs-Diffusion-3B | 16.67 | Not recorded | 6a4dd9b44da6617fe9198c51 |
| Nemotron-Labs-Diffusion-3B | 16.67 | Not recorded | 6a4dd9b44da6617fe9198c51 |
| Nemotron-Labs-Diffusion-3B | 16.67 | Not recorded | 6a4dd9b44da6617fe9198c51 |
| Phi-4-14B | 15.83 | Not recorded | 6a4dd9b44da6617fe9198c51 |
| Ministral3-3B-Instruct-2512 | 12.71 | Not recorded | 6a4dd9b44da6617fe9198c51 |
| Qwen3-4B | 10.63 | Not recorded | 6a4dd9b44da6617fe9198c51 |
| Nemotron-Labs-Diffusion-3B | 10 | Not recorded | 6a4dd9b44da6617fe9198c51 |
| Phi-4-mini-Instruct | 6.67 | Not recorded | 6a4dd9b44da6617fe9198c51 |
| Phi-3-Medium-14B | 0.62 | Not recorded | 6a4dd9b44da6617fe9198c51 |
| Llama-3.2-3B-Instruct | 0 | Not recorded | 6a4dd9b44da6617fe9198c51 |

### Nemotron-Labs-Diffusion-14B

Accuracy: 50. Result ID: 6a4df68960b88bb339d6b9bd.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

Recorded evaluation configuration: {"Scale":"14B","Gen. Mode":"Diff."}. This record does not assert independent reproduction.

### Nemotron-Labs-Diffusion-14B

Accuracy: 43.33. Result ID: 6a4df68960b88bb339d6b9bc.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

Recorded evaluation configuration: {"Scale":"14B","Gen. Mode":"AR"}. This record does not assert independent reproduction.

### Nemotron-Labs-Diffusion-14B

Accuracy: 40. Result ID: 6a4df68960b88bb339d6b9be.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

Recorded evaluation configuration: {"Scale":"14B","Gen. Mode":"Linear SS"}. This record does not assert independent reproduction.

### Nemotron-Labs-Diffusion-14B

Accuracy: 40. Result ID: 6a4df68960b88bb339d6b9bf.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

Recorded evaluation configuration: {"Scale":"14B","Gen. Mode":"Quad. SS"}. This record does not assert independent reproduction.

### Ministral3-14B-Instruct-2512

Accuracy: 29.38. Result ID: 6a4df68960b88bb339d6b9ba.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69672325e25ad2fa9d1ec218.md>)

Recorded evaluation configuration: {"Scale":"14B","Gen. Mode":"AR"}. This record does not assert independent reproduction.

### Qwen3-14B

Accuracy: 20. Result ID: 6a4df68960b88bb339d6b9bb.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

Recorded evaluation configuration: {"Scale":"14B","Gen. Mode":"AR"}. This record does not assert independent reproduction.

### Gemma-3-12B-IT

Accuracy: 16.88. Result ID: 6a4df68960b88bb339d6b9b7.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

Recorded evaluation configuration: {"Scale":"14B","Gen. Mode":"AR"}. This record does not assert independent reproduction.

### Nemotron-Labs-Diffusion-3B

Accuracy: 16.67. Result ID: 6a4df68960b88bb339d6b9b3.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

Recorded evaluation configuration: {"Scale":"3B","Gen. Mode":"AR"}. This record does not assert independent reproduction.

### Nemotron-Labs-Diffusion-3B

Accuracy: 16.67. Result ID: 6a4df68960b88bb339d6b9b5.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

Recorded evaluation configuration: {"Scale":"3B","Gen. Mode":"Linear SS"}. This record does not assert independent reproduction.

### Nemotron-Labs-Diffusion-3B

Accuracy: 16.67. Result ID: 6a4df68960b88bb339d6b9b6.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

Recorded evaluation configuration: {"Scale":"3B","Gen. Mode":"Quad. SS"}. This record does not assert independent reproduction.

### Phi-4-14B

Accuracy: 15.83. Result ID: 6a4df68960b88bb339d6b9b9.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

Recorded evaluation configuration: {"Scale":"14B","Gen. Mode":"AR"}. This record does not assert independent reproduction.

### Ministral3-3B-Instruct-2512

Accuracy: 12.71. Result ID: 6a4df68960b88bb339d6b9b1.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69672325e25ad2fa9d1ec218.md>)

Recorded evaluation configuration: {"Scale":"3B","Gen. Mode":"AR"}. This record does not assert independent reproduction.

### Qwen3-4B

Accuracy: 10.63. Result ID: 6a4df68960b88bb339d6b9b2.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

Recorded evaluation configuration: {"Scale":"3B","Gen. Mode":"AR"}. This record does not assert independent reproduction.

### Nemotron-Labs-Diffusion-3B

Accuracy: 10. Result ID: 6a4df68960b88bb339d6b9b4.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

Recorded evaluation configuration: {"Scale":"3B","Gen. Mode":"Diff."}. This record does not assert independent reproduction.

### Phi-4-mini-Instruct

Accuracy: 6.67. Result ID: 6a4df68960b88bb339d6b9b0.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

Recorded evaluation configuration: {"Scale":"3B","Gen. Mode":"AR"}. This record does not assert independent reproduction.

### Phi-3-Medium-14B

Accuracy: 0.62. Result ID: 6a4df68960b88bb339d6b9b8.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

Recorded evaluation configuration: {"Scale":"14B","Gen. Mode":"AR"}. This record does not assert independent reproduction.

### Llama-3.2-3B-Instruct

Accuracy: 0. Result ID: 6a4df68960b88bb339d6b9af.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9b44da6617fe9198c51.md>)

Recorded evaluation configuration: {"Scale":"3B","Gen. Mode":"AR"}. This record does not assert independent reproduction.

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