# Multimodal Mathematical Reasoning on FlowVerse Vision Centric Source: [Multimodal Mathematical Reasoning on FlowVerse Vision Centric]() Collection index: [llms.txt]() Data updated: 2026-04-21T08:41:57.103Z Evaluation of model performance on the Vision Centric 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 Centric | | Metric | CoT Error | | Unit | PERCENT | | 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: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | CoT Error | Result date | Report paper | | --- | --- | --- | --- | | InfiMM-Math-7B | 39.6 | Not recorded | 68fa77951e209131cea741e7 | | InternVL2.5-8B | 41 | Not recorded | 68fa77951e209131cea741e7 | | Math-LLaVA-13B | 41.7 | Not recorded | 68fa77951e209131cea741e7 | | Qwen-VL-Max | 42.7 | Not recorded | 68fa77951e209131cea741e7 | | VLM-R1-7B† | 46.1 | Not recorded | 68fa77951e209131cea741e7 | | MultiMath-7B | 47.2 | Not recorded | 68fa77951e209131cea741e7 | | SVE-Math-Qwen2.5-7B | 48.9 | Not recorded | 68fa77951e209131cea741e7 | | Qwen2.5-VL-7B | 50.8 | Not recorded | 68fa77951e209131cea741e7 | | Qwen2-VL-72B | 50.9 | Not recorded | 68fa77951e209131cea741e7 | | MathFlow | 54.5 | Not recorded | 68fa77951e209131cea741e7 | | Claude-3.5-Sonnet | 56.5 | Not recorded | 68fa77951e209131cea741e7 | | GPT-4o-mini | 57.4 | Not recorded | 68fa77951e209131cea741e7 | | GPT-4o | 58.6 | Not recorded | 68fa77951e209131cea741e7 | | GPT-4V | 61.8 | Not recorded | 68fa77951e209131cea741e7 | | InternVL2.5-78B | 63 | Not recorded | 68fa77951e209131cea741e7 | | Gemini-2.5-pro | 65.7 | Not recorded | 68fa77951e209131cea741e7 | | GPT-5 | 67.1 | Not recorded | 68fa77951e209131cea741e7 | | MathFlow | 70.2 | Not recorded | 68fa77951e209131cea741e7 | ### InfiMM-Math-7B CoT Error: 39.6. Result ID: 69e7384d47f34ce924cd7e26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Open-source MLLMs"}. This record does not assert independent reproduction. ### InternVL2.5-8B CoT Error: 41. Result ID: 69e7384d47f34ce924cd7e27. [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: 41.7. Result ID: 69e7384d47f34ce924cd7e2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Math-specialized MLLMs"}. This record does not assert independent reproduction. ### Qwen-VL-Max CoT Error: 42.7. Result ID: 69e7384d47f34ce924cd7e30. [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: 46.1. Result ID: 69e7384d47f34ce924cd7e29. [Reporting paper]() Recorded evaluation configuration: {"Model Type":"Open-source MLLMs"}. This record does not assert independent reproduction. ### MultiMath-7B CoT Error: 47.2. Result ID: 69e7384d47f34ce924cd7e2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Math-specialized MLLMs"}. This record does not assert independent reproduction. ### SVE-Math-Qwen2.5-7B CoT Error: 48.9. Result ID: 69e7384d47f34ce924cd7e2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Math-specialized MLLMs"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B CoT Error: 50.8. Result ID: 69e7384d47f34ce924cd7e28. [Reporting paper]() Recorded evaluation configuration: {"Model Type":"Open-source MLLMs"}. This record does not assert independent reproduction. ### Qwen2-VL-72B CoT Error: 50.9. Result ID: 69e7384d47f34ce924cd7e2a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Type":"Open-source MLLMs"}. This record does not assert independent reproduction. ### MathFlow CoT Error: 54.5. Result ID: 69e7384d47f34ce924cd7e2c. [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. ### Claude-3.5-Sonnet CoT Error: 56.5. Result ID: 69e7384d47f34ce924cd7e32. [Reporting paper]() Recorded evaluation configuration: {"Model Type":"Closed-source MLLMs"}. This record does not assert independent reproduction. ### GPT-4o-mini CoT Error: 57.4. Result ID: 69e7384d47f34ce924cd7e31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Closed-source MLLMs"}. This record does not assert independent reproduction. ### GPT-4o CoT Error: 58.6. Result ID: 69e7384d47f34ce924cd7e33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Closed-source MLLMs"}. This record does not assert independent reproduction. ### GPT-4V CoT Error: 61.8. Result ID: 69e7384d47f34ce924cd7e34. [Reporting paper]() Recorded evaluation configuration: {"Model Type":"Closed-source MLLMs"}. This record does not assert independent reproduction. ### InternVL2.5-78B CoT Error: 63. Result ID: 69e7384d47f34ce924cd7e2b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Type":"Open-source MLLMs"}. This record does not assert independent reproduction. ### Gemini-2.5-pro CoT Error: 65.7. Result ID: 69e7384d47f34ce924cd7e35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Closed-source MLLMs"}. This record does not assert independent reproduction. ### GPT-5 CoT Error: 67.1. Result ID: 69e7384d47f34ce924cd7e36. [Reporting paper]() Recorded evaluation configuration: {"Model Type":"Closed-source MLLMs"}. This record does not assert independent reproduction. ### MathFlow CoT Error: 70.2. Result ID: 69e7384d47f34ce924cd7e37. [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.