# Mathematical Reasoning on MATH-500 (F1)

Source: [Mathematical Reasoning on MATH-500 (F1)](<https://www.sota2.com/research/sota/mathematical-reasoning-on-math-500-f1>)

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

Data updated: 2026-04-21T11:39:38.710Z

Evaluation of model performance on the MATH-500 dataset for Mathematical Reasoning, reporting the F1 score.

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) | MATH-500 |
| Metric | F1 Score |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/mathematical-reasoning-on-math-500-f1.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| 1d | 57 | Not recorded | 69e705007d0172140ec7f178 |
| 2d\_uniform | 56 | Not recorded | 69e705007d0172140ec7f178 |
| 2d | 55.6 | Not recorded | 69e705007d0172140ec7f178 |
| 2d | 54.4 | Not recorded | 69e705007d0172140ec7f178 |
| 1d | 53.6 | Not recorded | 69e705007d0172140ec7f178 |
| 2d\_uniform | 51.4 | Not recorded | 69e705007d0172140ec7f178 |
| 2d | 50.6 | Not recorded | 69e705007d0172140ec7f178 |
| full | 50.4 | Not recorded | 69e705007d0172140ec7f178 |
| 2d\_hetero | 50.4 | Not recorded | 69e705007d0172140ec7f178 |
| 2d\_hetero | 50 | Not recorded | 69e705007d0172140ec7f178 |
| 2d\_uniform | 49.4 | Not recorded | 69e705007d0172140ec7f178 |
| 2d | 49 | Not recorded | 69e705007d0172140ec7f178 |
| 2d\_hetero | 48.6 | Not recorded | 69e705007d0172140ec7f178 |
| 2d\_hetero | 48 | Not recorded | 69e705007d0172140ec7f178 |
| 2d\_uniform | 47.4 | Not recorded | 69e705007d0172140ec7f178 |
| 1d | 40.6 | Not recorded | 69e705007d0172140ec7f178 |
| 1d | 16.6 | Not recorded | 69e705007d0172140ec7f178 |

### 1d

F1 Score: 57. Result ID: 69e761f447f34ce924ceb99d.

[Reporting paper](<https://www.sota2.com/research/paper/69e705007d0172140ec7f178.md>)

Recorded evaluation configuration: {"Budget (b)":"512"}. This record does not assert independent reproduction.

### 2d\_uniform

F1 Score: 56. Result ID: 69e761f447f34ce924ceb9a0.

[Reporting paper](<https://www.sota2.com/research/paper/69e705007d0172140ec7f178.md>)

Recorded evaluation configuration: {"Budget (b)":"256"}. This record does not assert independent reproduction.

### 2d

F1 Score: 55.6. Result ID: 69e761f447f34ce924ceb9a3.

[Reporting paper](<https://www.sota2.com/research/paper/69e705007d0172140ec7f178.md>)

Recorded evaluation configuration: {"Budget (b)":"128"}. This record does not assert independent reproduction.

### 2d

F1 Score: 54.4. Result ID: 69e761f447f34ce924ceb9a4.

[Reporting paper](<https://www.sota2.com/research/paper/69e705007d0172140ec7f178.md>)

Recorded evaluation configuration: {"Budget (b)":"256"}. This record does not assert independent reproduction.

### 1d

F1 Score: 53.6. Result ID: 69e761f447f34ce924ceb99c.

[Reporting paper](<https://www.sota2.com/research/paper/69e705007d0172140ec7f178.md>)

Recorded evaluation configuration: {"Budget (b)":"256"}. This record does not assert independent reproduction.

### 2d\_uniform

F1 Score: 51.4. Result ID: 69e761f447f34ce924ceb9a1.

[Reporting paper](<https://www.sota2.com/research/paper/69e705007d0172140ec7f178.md>)

Recorded evaluation configuration: {"Budget (b)":"512"}. This record does not assert independent reproduction.

### 2d

F1 Score: 50.6. Result ID: 69e761f447f34ce924ceb9a5.

[Reporting paper](<https://www.sota2.com/research/paper/69e705007d0172140ec7f178.md>)

Recorded evaluation configuration: {"Budget (b)":"512"}. This record does not assert independent reproduction.

### full

F1 Score: 50.4. Result ID: 69e761f447f34ce924ceb999.

[Reporting paper](<https://www.sota2.com/research/paper/69e705007d0172140ec7f178.md>)

Recorded evaluation configuration: {"Budget (b)":"Full Cache"}. This record does not assert independent reproduction.

### 2d\_hetero

F1 Score: 50.4. Result ID: 69e761f447f34ce924ceb9a7.

[Reporting paper](<https://www.sota2.com/research/paper/69e705007d0172140ec7f178.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e705007d0172140ec7f178.md>)

Recorded evaluation configuration: {"Budget (b)":"128"}. This record does not assert independent reproduction.

### 2d\_hetero

F1 Score: 50. Result ID: 69e761f447f34ce924ceb9a9.

[Reporting paper](<https://www.sota2.com/research/paper/69e705007d0172140ec7f178.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e705007d0172140ec7f178.md>)

Recorded evaluation configuration: {"Budget (b)":"512"}. This record does not assert independent reproduction.

### 2d\_uniform

F1 Score: 49.4. Result ID: 69e761f447f34ce924ceb99f.

[Reporting paper](<https://www.sota2.com/research/paper/69e705007d0172140ec7f178.md>)

Recorded evaluation configuration: {"Budget (b)":"128"}. This record does not assert independent reproduction.

### 2d

F1 Score: 49. Result ID: 69e761f447f34ce924ceb9a2.

[Reporting paper](<https://www.sota2.com/research/paper/69e705007d0172140ec7f178.md>)

Recorded evaluation configuration: {"Budget (b)":"64"}. This record does not assert independent reproduction.

### 2d\_hetero

F1 Score: 48.6. Result ID: 69e761f447f34ce924ceb9a6.

[Reporting paper](<https://www.sota2.com/research/paper/69e705007d0172140ec7f178.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e705007d0172140ec7f178.md>)

Recorded evaluation configuration: {"Budget (b)":"64"}. This record does not assert independent reproduction.

### 2d\_hetero

F1 Score: 48. Result ID: 69e761f447f34ce924ceb9a8.

[Reporting paper](<https://www.sota2.com/research/paper/69e705007d0172140ec7f178.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e705007d0172140ec7f178.md>)

Recorded evaluation configuration: {"Budget (b)":"256"}. This record does not assert independent reproduction.

### 2d\_uniform

F1 Score: 47.4. Result ID: 69e761f447f34ce924ceb99e.

[Reporting paper](<https://www.sota2.com/research/paper/69e705007d0172140ec7f178.md>)

Recorded evaluation configuration: {"Budget (b)":"64"}. This record does not assert independent reproduction.

### 1d

F1 Score: 40.6. Result ID: 69e761f447f34ce924ceb99b.

[Reporting paper](<https://www.sota2.com/research/paper/69e705007d0172140ec7f178.md>)

Recorded evaluation configuration: {"Budget (b)":"128"}. This record does not assert independent reproduction.

### 1d

F1 Score: 16.6. Result ID: 69e761f447f34ce924ceb99a.

[Reporting paper](<https://www.sota2.com/research/paper/69e705007d0172140ec7f178.md>)

Recorded evaluation configuration: {"Budget (b)":"64"}. This record does not assert independent reproduction.

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