# Mathematical Reasoning on AIME 24 (Accuracy, Length, #Relf./Ans.)

Source: [Mathematical Reasoning on AIME 24 (Accuracy, Length, #Relf./Ans.)](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime-24-accuracy-length-sharp-relf-ans>)

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

Data updated: 2026-05-01T07:33:04.207Z

Evaluation of model performance on the AIME 2024 dataset for mathematical reasoning, reporting Accuracy, solution Length, and the count of references per answer.

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 24 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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-24-accuracy-length-sharp-relf-ans.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Solution Length](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime-24-accuracy-length-sharp-relf-ans.md?metric=Solution%20Length>): Lower is better; unit: SCALAR.

- [# References / Answer](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime-24-accuracy-length-sharp-relf-ans.md?metric=%23%20References%20%2F%20Answer>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Hybrid | 61.67 | Not recorded | 69f4336355a3c32af89fcf86 |
| PLE | 60 | Not recorded | 69f4336355a3c32af89fcf86 |
| PLE | 40 | Not recorded | 69f4336355a3c32af89fcf86 |
| PLE | 40 | Not recorded | 69f4336355a3c32af89fcf86 |
| SFT-only | 30 | Not recorded | 69f4336355a3c32af89fcf86 |
| PLE | 26 | Not recorded | 69f4336355a3c32af89fcf86 |
| Hybrid | 20.67 | Not recorded | 69f4336355a3c32af89fcf86 |
| Instruct | 6.67 | Not recorded | 69f4336355a3c32af89fcf86 |
| SFT-only | 3.33 | Not recorded | 69f4336355a3c32af89fcf86 |

### Hybrid

Accuracy: 61.67. Result ID: 69f4559747f34ce924d9de12.

[Reporting paper](<https://www.sota2.com/research/paper/69f4336355a3c32af89fcf86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Model":"Qwen3-4B","Mode":"Think"}. This record does not assert independent reproduction.

### PLE

Accuracy: 60. Result ID: 69f4559747f34ce924d9de14.

[Reporting paper](<https://www.sota2.com/research/paper/69f4336355a3c32af89fcf86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f4336355a3c32af89fcf86.md>)

Recorded evaluation configuration: {"Model":"Qwen3-4B","Mode":"Think"}. This record does not assert independent reproduction.

### PLE

Accuracy: 40. Result ID: 69f4559747f34ce924d9de10.

[Reporting paper](<https://www.sota2.com/research/paper/69f4336355a3c32af89fcf86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f4336355a3c32af89fcf86.md>)

Recorded evaluation configuration: {"Model":"Qwen2.5-7B","Mode":"Think"}. This record does not assert independent reproduction.

### PLE

Accuracy: 40. Result ID: 69f4559747f34ce924d9de15.

[Reporting paper](<https://www.sota2.com/research/paper/69f4336355a3c32af89fcf86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f4336355a3c32af89fcf86.md>)

Recorded evaluation configuration: {"Model":"Qwen3-4B","Mode":"No-think"}. This record does not assert independent reproduction.

### SFT-only

Accuracy: 30. Result ID: 69f4559747f34ce924d9de0e.

[Reporting paper](<https://www.sota2.com/research/paper/69f4336355a3c32af89fcf86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c1c1e209131cea8c661.md>)

Recorded evaluation configuration: {"Model":"Qwen2.5-7B","Mode":"Think"}. This record does not assert independent reproduction.

### PLE

Accuracy: 26. Result ID: 69f4559747f34ce924d9de11.

[Reporting paper](<https://www.sota2.com/research/paper/69f4336355a3c32af89fcf86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f4336355a3c32af89fcf86.md>)

Recorded evaluation configuration: {"Model":"Qwen2.5-7B","Mode":"No-think"}. This record does not assert independent reproduction.

### Hybrid

Accuracy: 20.67. Result ID: 69f4559747f34ce924d9de13.

[Reporting paper](<https://www.sota2.com/research/paper/69f4336355a3c32af89fcf86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Model":"Qwen3-4B","Mode":"No-think"}. This record does not assert independent reproduction.

### Instruct

Accuracy: 6.67. Result ID: 69f4559747f34ce924d9de0d.

[Reporting paper](<https://www.sota2.com/research/paper/69f4336355a3c32af89fcf86.md>)

Recorded evaluation configuration: {"Model":"Qwen2.5-7B","Mode":"No-think"}. This record does not assert independent reproduction.

### SFT-only

Accuracy: 3.33. Result ID: 69f4559747f34ce924d9de0f.

[Reporting paper](<https://www.sota2.com/research/paper/69f4336355a3c32af89fcf86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c1c1e209131cea8c661.md>)

Recorded evaluation configuration: {"Model":"Qwen2.5-7B","Mode":"No-think"}. This record does not assert independent reproduction.

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