# Multimodal Mathematical Reasoning on FlowVerse Vision Primary Source: [Multimodal Mathematical Reasoning on FlowVerse Vision Primary]() Collection index: [llms.txt]() Data updated: 2026-04-21T08:41:57.141Z Evaluation of model performance on the 'Vision Primary' subset of the FlowVerse dataset for Multimodal Mathematical Reasoning, measured using Accuracy (Acc) and Chain-of-Thought Error (CoT-E). 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 | Multimodal Mathematical Reasoning | | Dataset (including any stated split) | FlowVerse Vision Primary | | Metric | CoT Error | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 - [CoT Error](): Lower is better; unit: SCALAR. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | CoT Error | Result date | Report paper | | --- | --- | --- | --- | | InfiMM-Math-7B | 26.1 | Not recorded | 68fa77951e209131cea741e7 | | Qwen-VL-Max | 29.6 | Not recorded | 68fa77951e209131cea741e7 | | VLM-R1-7B† | 30.6 | Not recorded | 68fa77951e209131cea741e7 | | InternVL2.5-8B | 35.8 | Not recorded | 68fa77951e209131cea741e7 | | Math-LLaVA-13B | 37 | Not recorded | 68fa77951e209131cea741e7 | | MultiMath-7B | 39.7 | Not recorded | 68fa77951e209131cea741e7 | | GPT-4V | 42 | Not recorded | 68fa77951e209131cea741e7 | | SVE-Math-Qwen2.5-7B | 45.8 | Not recorded | 68fa77951e209131cea741e7 | | Qwen2-VL-72B | 47.6 | Not recorded | 68fa77951e209131cea741e7 | | Qwen2.5-VL-7B | 48.1 | Not recorded | 68fa77951e209131cea741e7 | | Claude-3.5-Sonnet | 48.1 | Not recorded | 68fa77951e209131cea741e7 | | GPT-4o-mini | 49.7 | Not recorded | 68fa77951e209131cea741e7 | | MathFlow | 52 | Not recorded | 68fa77951e209131cea741e7 | | GPT-4o | 54.1 | Not recorded | 68fa77951e209131cea741e7 | | Gemini-2.5-pro | 57 | Not recorded | 68fa77951e209131cea741e7 | | InternVL2.5-78B | 59.6 | Not recorded | 68fa77951e209131cea741e7 | | GPT-5 | 60.3 | Not recorded | 68fa77951e209131cea741e7 | | MathFlow | 69.4 | Not recorded | 68fa77951e209131cea741e7 | ### InfiMM-Math-7B CoT Error: 26.1. Result ID: 69e7384d47f34ce924cd7e38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Open-source MLLMs"}. This record does not assert independent reproduction. ### Qwen-VL-Max CoT Error: 29.6. Result ID: 69e7384d47f34ce924cd7e42. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Type":"Closed-source MLLMs"}. This record does not assert independent reproduction. ### VLM-R1-7B† CoT Error: 30.6. Result ID: 69e7384d47f34ce924cd7e3b. [Reporting paper]() Recorded evaluation configuration: {"Model Type":"Open-source MLLMs"}. This record does not assert independent reproduction. ### InternVL2.5-8B CoT Error: 35.8. Result ID: 69e7384d47f34ce924cd7e39. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Type":"Open-source MLLMs"}. This record does not assert independent reproduction. ### Math-LLaVA-13B CoT Error: 37. Result ID: 69e7384d47f34ce924cd7e3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Math-specialized MLLMs"}. This record does not assert independent reproduction. ### MultiMath-7B CoT Error: 39.7. Result ID: 69e7384d47f34ce924cd7e40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Math-specialized MLLMs"}. This record does not assert independent reproduction. ### GPT-4V CoT Error: 42. Result ID: 69e7384d47f34ce924cd7e46. [Reporting paper]() Recorded evaluation configuration: {"Model Type":"Closed-source MLLMs"}. This record does not assert independent reproduction. ### SVE-Math-Qwen2.5-7B CoT Error: 45.8. Result ID: 69e7384d47f34ce924cd7e41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Math-specialized MLLMs"}. This record does not assert independent reproduction. ### Qwen2-VL-72B CoT Error: 47.6. Result ID: 69e7384d47f34ce924cd7e3c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Type":"Open-source MLLMs"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B CoT Error: 48.1. Result ID: 69e7384d47f34ce924cd7e3a. [Reporting paper]() Recorded evaluation configuration: {"Model Type":"Open-source MLLMs"}. This record does not assert independent reproduction. ### Claude-3.5-Sonnet CoT Error: 48.1. Result ID: 69e7384d47f34ce924cd7e44. [Reporting paper]() Recorded evaluation configuration: {"Model Type":"Closed-source MLLMs"}. This record does not assert independent reproduction. ### GPT-4o-mini CoT Error: 49.7. Result ID: 69e7384d47f34ce924cd7e43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Closed-source MLLMs"}. This record does not assert independent reproduction. ### MathFlow CoT Error: 52. Result ID: 69e7384d47f34ce924cd7e3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Open-source MLLMs","Backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### GPT-4o CoT Error: 54.1. Result ID: 69e7384d47f34ce924cd7e45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Closed-source MLLMs"}. This record does not assert independent reproduction. ### Gemini-2.5-pro CoT Error: 57. Result ID: 69e7384d47f34ce924cd7e47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Closed-source MLLMs"}. This record does not assert independent reproduction. ### InternVL2.5-78B CoT Error: 59.6. Result ID: 69e7384d47f34ce924cd7e3d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Type":"Open-source MLLMs"}. This record does not assert independent reproduction. ### GPT-5 CoT Error: 60.3. Result ID: 69e7384d47f34ce924cd7e48. [Reporting paper]() Recorded evaluation configuration: {"Model Type":"Closed-source MLLMs"}. This record does not assert independent reproduction. ### MathFlow CoT Error: 69.4. Result ID: 69e7384d47f34ce924cd7e49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Closed-source MLLMs","Backbone":"GPT-5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.