# Mathematical Reasoning on AIME 2024 (Acc, Cost)

Source: [Mathematical Reasoning on AIME 2024 (Acc, Cost)](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime-2024-acc-cost>)

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

Data updated: 2026-05-12T13:14:56.573Z

Evaluation of model performance on the AIME 2024 dataset for mathematical reasoning, reporting standard accuracy and computational cost.

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 2024 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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-2024-acc-cost.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Cost](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime-2024-acc-cost.md?metric=Cost>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| COPE | 40 | Not recorded | 68fa7ba31e209131cea89850 |
| Large | 33.3 | Not recorded | 68fa7ba31e209131cea89850 |
| ABC | 33.3 | Not recorded | 68fa7ba31e209131cea89850 |
| FrugalGPT | 33.3 | Not recorded | 68fa7ba31e209131cea89850 |
| Cascade (verify) | 26.6 | Not recorded | 68fa7ba31e209131cea89850 |
| Cascade (vote) | 23.3 | Not recorded | 68fa7ba31e209131cea89850 |
| Small (majority) | 6.67 | Not recorded | 68fa7ba31e209131cea89850 |
| Small (single) | 3.33 | Not recorded | 68fa7ba31e209131cea89850 |

### COPE

Accuracy: 40. Result ID: 6a0327ce47f34ce924e7937a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea89850.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea89850.md>)

Recorded evaluation configuration: {"Shot":"Zero","Train":"×"}. This record does not assert independent reproduction.

### Large

Accuracy: 33.3. Result ID: 6a0327ce47f34ce924e79375.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea89850.md>)

Recorded evaluation configuration: {"Shot":"Zero","Train":"×"}. This record does not assert independent reproduction.

### ABC

Accuracy: 33.3. Result ID: 6a0327ce47f34ce924e79378.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea89850.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b9a8.md>)

Recorded evaluation configuration: {"Shot":"Zero","Train":"×"}. This record does not assert independent reproduction.

### FrugalGPT

Accuracy: 33.3. Result ID: 6a0327ce47f34ce924e79379.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea89850.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea44942.md>)

Recorded evaluation configuration: {"Shot":"Few","Train":"✓"}. This record does not assert independent reproduction.

### Cascade (verify)

Accuracy: 26.6. Result ID: 6a0327ce47f34ce924e79377.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea89850.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72271e209131cea54cfd.md>)

Recorded evaluation configuration: {"Shot":"Few","Train":"×"}. This record does not assert independent reproduction.

### Cascade (vote)

Accuracy: 23.3. Result ID: 6a0327ce47f34ce924e79376.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea89850.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72271e209131cea54cfd.md>)

Recorded evaluation configuration: {"Shot":"Few","Train":"×"}. This record does not assert independent reproduction.

### Small (majority)

Accuracy: 6.67. Result ID: 6a0327ce47f34ce924e79374.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea89850.md>)

Recorded evaluation configuration: {"Shot":"Zero","Train":"×"}. This record does not assert independent reproduction.

### Small (single)

Accuracy: 3.33. Result ID: 6a0327ce47f34ce924e79373.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea89850.md>)

Recorded evaluation configuration: {"Shot":"Zero","Train":"×"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.