# Mathematical Problem Solving on FlowVerse Text Plus DI+RP+EI+OQ Source: [Mathematical Problem Solving on FlowVerse Text Plus DI+RP+EI+OQ]() Collection index: [llms.txt]() Data updated: 2026-04-21T08:41:57.272Z Evaluation of model performance on the specific combination of FlowVerse components (DI, RP, EI, OQ) within the Text Plus configuration, focusing on Mathematical Problem Solving, measured by 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 | Mathematical Problem Solving | | Dataset (including any stated split) | FlowVerse Text Plus DI+RP+EI+OQ | | Metric | CoT Error | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 17 of 17 | | 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 | | --- | --- | --- | --- | | Qwen-VL-Plus | 41.7 | Not recorded | 68fa77951e209131cea741e7 | | InfiMM-Math-7B | 46.1 | Not recorded | 68fa77951e209131cea741e7 | | Gemini-Pro | 47.2 | Not recorded | 68fa77951e209131cea741e7 | | InternVL2.5-8B | 49.6 | Not recorded | 68fa77951e209131cea741e7 | | Qwen-VL-Max | 53.9 | Not recorded | 68fa77951e209131cea741e7 | | GPT-4o-mini | 59.6 | Not recorded | 68fa77951e209131cea741e7 | | Qwen2.5-VL-7B | 62 | Not recorded | 68fa77951e209131cea741e7 | | GPT-4o | 62.2 | Not recorded | 68fa77951e209131cea741e7 | | Qwen2-VL-72B | 63.7 | Not recorded | 68fa77951e209131cea741e7 | | Claude-3.5-Sonnet | 64 | Not recorded | 68fa77951e209131cea741e7 | | MathFlow | 64.2 | Not recorded | 68fa77951e209131cea741e7 | | VLM-R1-7B† | 65.5 | Not recorded | 68fa77951e209131cea741e7 | | InternVL2.5-78B | 67.8 | Not recorded | 68fa77951e209131cea741e7 | | Gemini-2.5-pro | 68.9 | Not recorded | 68fa77951e209131cea741e7 | | GPT-4V | 72 | Not recorded | 68fa77951e209131cea741e7 | | GPT-5 | 77 | Not recorded | 68fa77951e209131cea741e7 | | MathFlow | 77 | Not recorded | 68fa77951e209131cea741e7 | ### Qwen-VL-Plus CoT Error: 41.7. Result ID: 69e7384d47f34ce924cd7e97. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InfiMM-Math-7B CoT Error: 46.1. Result ID: 69e7384d47f34ce924cd7e90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gemini-Pro CoT Error: 47.2. Result ID: 69e7384d47f34ce924cd7e98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InternVL2.5-8B CoT Error: 49.6. Result ID: 69e7384d47f34ce924cd7e91. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen-VL-Max CoT Error: 53.9. Result ID: 69e7384d47f34ce924cd7e99. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT-4o-mini CoT Error: 59.6. Result ID: 69e7384d47f34ce924cd7e9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2.5-VL-7B CoT Error: 62. Result ID: 69e7384d47f34ce924cd7e92. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT-4o CoT Error: 62.2. Result ID: 69e7384d47f34ce924cd7e9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2-VL-72B CoT Error: 63.7. Result ID: 69e7384d47f34ce924cd7e94. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Claude-3.5-Sonnet CoT Error: 64. Result ID: 69e7384d47f34ce924cd7e9b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MathFlow CoT Error: 64.2. Result ID: 69e7384d47f34ce924cd7e96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### VLM-R1-7B† CoT Error: 65.5. Result ID: 69e7384d47f34ce924cd7e93. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InternVL2.5-78B CoT Error: 67.8. Result ID: 69e7384d47f34ce924cd7e95. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gemini-2.5-pro CoT Error: 68.9. Result ID: 69e7384d47f34ce924cd7e9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT-4V CoT Error: 72. Result ID: 69e7384d47f34ce924cd7e9d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT-5 CoT Error: 77. Result ID: 69e7384d47f34ce924cd7e9f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MathFlow CoT Error: 77. Result ID: 69e7384d47f34ce924cd7ea0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.