# Mathematical Multi-modal Reasoning on MathVerse (pass@1)

Source: [Mathematical Multi-modal Reasoning on MathVerse (pass@1)](<https://www.sota2.com/research/sota/mathematical-multi-modal-reasoning-on-mathverse-pass-at-1>)

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

Data updated: 2026-02-26T06:11:15.555Z

Evaluation of model performance on the MathVerse dataset for Mathematical Multi-modal Reasoning, specifically measured using the pass@1 metric.

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 multi-modal reasoning |
| Dataset (including any stated split) | MathVerse |
| Metric | pass@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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-multi-modal-reasoning-on-mathverse-pass-at-1.md?metric=pass%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | pass@1 | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen2.5-VL-7b-RAP | 48.65 | Not recorded | 68fa79351e209131cea7ca3b |
| Qwen2.5-VL-3b-RAP | 39.34 | Not recorded | 68fa79351e209131cea7ca3b |

### Qwen2.5-VL-7b-RAP

pass@1: 48.65. Result ID: 699a3a4c5698665ec4c0b029.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79351e209131cea7ca3b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79351e209131cea7ca3b.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7b","Sample":"5,159","Time (h)":52.8}. This record does not assert independent reproduction.

### Qwen2.5-VL-3b-RAP

pass@1: 39.34. Result ID: 699a3a4c5698665ec4c0b02a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79351e209131cea7ca3b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79351e209131cea7ca3b.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-3b","Sample":"4,374","Time (h)":32}. This record does not assert independent reproduction.

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