# Mathematical Multi-modal Reasoning on MMStar (pass@1) Source: [Mathematical Multi-modal Reasoning on MMStar (pass@1)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:11:15.540Z Evaluation of model performance on the MMStar dataset specifically for mathematical multi-modal reasoning, 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) | MMStar | | Metric | pass@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | pass@1 | Result date | Report paper | | --- | --- | --- | --- | | Qwen2.5-VL-7b-RAP | 62.53 | Not recorded | 68fa79351e209131cea7ca3b | | Qwen2.5-VL-7b | 56.07 | Not recorded | 68fa79351e209131cea7ca3b | | Qwen2.5-VL-3b-RAP | 55.67 | Not recorded | 68fa79351e209131cea7ca3b | | Qwen2.5-VL-3b | 54.46 | Not recorded | 68fa79351e209131cea7ca3b | ### Qwen2.5-VL-7b-RAP pass@1: 62.53. Result ID: 699a3a4c5698665ec4c0b025. [Reporting paper]() [Method origin paper]() 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-7b pass@1: 56.07. Result ID: 699a3a4c5698665ec4c0b027. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7b"}. This record does not assert independent reproduction. ### Qwen2.5-VL-3b-RAP pass@1: 55.67. Result ID: 699a3a4c5698665ec4c0b026. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-3b","Sample":"4,374","Time (h)":32}. This record does not assert independent reproduction. ### Qwen2.5-VL-3b pass@1: 54.46. Result ID: 699a3a4c5698665ec4c0b028. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-3b"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.