# Mathematical Reasoning on KMath (pass@1)

Source: [Mathematical Reasoning on KMath (pass@1)](<https://www.sota2.com/research/sota/mathematical-reasoning-on-kmath-pass-at-1>)

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

Data updated: 2026-02-26T05:57:20.487Z

Evaluation of model performance on mathematical reasoning problems using the KMath dataset, typically measured by pass@1.

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) | KMath |
| Metric | Pass@1 |
| 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

- [Pass@1](<https://www.sota2.com/research/sota/mathematical-reasoning-on-kmath-pass-at-1.md?metric=Pass%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pass@1 | Result date | Report paper |
| --- | --- | --- | --- |
| GPT-4 | 75 | Not recorded | 68fa70e71e209131cea4dd44 |
| KwaiYiiMath-HPA | 74.47 | Not recorded | 68fa70e71e209131cea4dd44 |
| KwaiYiiMath | 73.4 | Not recorded | 68fa70e71e209131cea4dd44 |
| Ernie Bot | 72.87 | Not recorded | 68fa70e71e209131cea4dd44 |
| ChatGPT | 59.57 | Not recorded | 68fa70e71e209131cea4dd44 |
| ChatGLM2 | 50 | Not recorded | 68fa70e71e209131cea4dd44 |
| QWen | 44.15 | Not recorded | 68fa70e71e209131cea4dd44 |
| BaiChuan1 | 28.19 | Not recorded | 68fa70e71e209131cea4dd44 |
| WizardMath | 23.4 | Not recorded | 68fa70e71e209131cea4dd44 |

### GPT-4

Pass@1: 75. Result ID: 69917c913a6c314849087a59.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e71e209131cea4dd44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa727a1e209131cea56a1e.md>)

[Implementation](<https://github.com/openai/evals>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### KwaiYiiMath-HPA

Pass@1: 74.47. Result ID: 69917c913a6c314849087a61.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e71e209131cea4dd44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70e71e209131cea4dd44.md>)

[Implementation](<https://github.com/kwai/KwaiYii/>)

Recorded evaluation configuration: {"#Params":"13B","Human preference alignment":true}. This record does not assert independent reproduction.

### KwaiYiiMath

Pass@1: 73.4. Result ID: 69917c913a6c314849087a60.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e71e209131cea4dd44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70e71e209131cea4dd44.md>)

[Implementation](<https://github.com/kwai/KwaiYii/>)

Recorded evaluation configuration: {"#Params":"13B","Human preference alignment":false}. This record does not assert independent reproduction.

### Ernie Bot

Pass@1: 72.87. Result ID: 69917c913a6c314849087a5b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e71e209131cea4dd44.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ChatGPT

Pass@1: 59.57. Result ID: 69917c913a6c314849087a5a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e71e209131cea4dd44.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ChatGLM2

Pass@1: 50. Result ID: 69917c913a6c314849087a5e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e71e209131cea4dd44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e374.md>)

[Implementation](<https://github.com/THUDM/GLM-130B/>)

Recorded evaluation configuration: {"#Params":"6B"}. This record does not assert independent reproduction.

### QWen

Pass@1: 44.15. Result ID: 69917c913a6c314849087a5f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e71e209131cea4dd44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b91e209131cea4cdc5.md>)

Recorded evaluation configuration: {"#Params":"7B"}. This record does not assert independent reproduction.

### BaiChuan1

Pass@1: 28.19. Result ID: 69917c913a6c314849087a5c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e71e209131cea4dd44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78081e209131cea766ec.md>)

Recorded evaluation configuration: {"#Params":"13B"}. This record does not assert independent reproduction.

### WizardMath

Pass@1: 23.4. Result ID: 69917c913a6c314849087a5d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e71e209131cea4dd44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa791f1e209131cea7c3cc.md>)

[Implementation](<https://github.com/nlpxucan/WizardLM>)

Recorded evaluation configuration: {"#Params":"13B"}. This record does not assert independent reproduction.

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