# Universal Multi-modal Reasoning on LogicVista Source: [Universal Multi-modal Reasoning on LogicVista]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:57:28.536Z Evaluation of model performance on the LogicVista dataset for universal multi-modal reasoning capabilities, measured using 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 | Universal multi-modal reasoning | | Dataset (including any stated split) | LogicVista | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Pass@1 | Result date | Report paper | | --- | --- | --- | --- | | Qwen2.5-VL-7b-RAP | 46.53 | Not recorded | 68fa79351e209131cea7ca3b | | Qwen2.5-VL-3b-RAP | 41.61 | Not recorded | 68fa79351e209131cea7ca3b | ### Qwen2.5-VL-7b-RAP Pass@1: 46.53. Result ID: 699a3a4c5698665ec4c0b02f. [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-3b-RAP Pass@1: 41.61. Result ID: 699a3a4c5698665ec4c0b030. [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. Page 1 of 1. This is an index page, not the full collection.