Visual Mathematical Reasoning on DynaMath
81.42AccuracyGemini2.5-Pro
Evaluation results
| Method | Links | |
|---|---|---|
| Gemini2.5-ProLLM Solver=Qwen3-30A3-Thinking [53]2026.03 | 81.42 | |
| CodePercept-32B-S1LLM Solver=Qwen3-235A22-Thinking [53]2026.03 | 79.5 | |
| CodePercept-32B-S1LLM Solver=Qwen3-30A3-Thinking [53]2026.03 | 77.41 | |
| Qwen3-VL-235A22B-InstructLLM Solver=Qwen3-30A3-Thinking [53]2026.03 | 77.39 | |
| Qwen3-VL-32B-InstructLLM Solver=Qwen3-30A3-Thinking [53]2026.03 | 75.78 | |
| Qwen3-VL-32B-InstructLLM Solver=Qwen3-235A22-Thinking [53]2026.03 | 75.54 | |
| CodePercept-8B-S1LLM Solver=Qwen3-235A22-Thinking [53]2026.03 | 75.05 | |
| Qwen3-VL-8B-InstructLLM Solver=Qwen3-235A22-Thinking [53]2026.03 | 73.69 | |
| Claude-Opus 4.1-ThinkingLLM Solver=Qwen3-30A3-Thinking [53]2026.03 | 73.25 | |
| CodePercept-8B-S1LLM Solver=Qwen3-30A3-Thinking [53]2026.03 | 73.2 | |
| CodePercept-4B-S1LLM Solver=Qwen3-235A22-Thinking [53]2026.03 | 72.4 | |
| Qwen3-VL-8B-InstructLLM Solver=Qwen3-30A3-Thinking [53]2026.03 | 72.19 | |
| Qwen3-VL-30A3B-InstructLLM Solver=Qwen3-30A3-Thinking [53]2026.03 | 71.67 | |
| CodePercept-4B-S1LLM Solver=Qwen3-30A3-Thinking [53]2026.03 | 71.38 | |
| Qwen3-VL-4B-InstructLLM Solver=Qwen3-235A22-Thinking [53]2026.03 | 71.22 | |
| GPT5-ThinkingLLM Solver=Qwen3-30A3-Thinking [53]2026.03 | 71 | |
| Qwen3-VL-4B-InstructLLM Solver=Qwen3-30A3-Thinking [53]2026.03 | 69.4 | |
| Qwen2.5-VL-72BLLM Solver=Qwen3-30A3-Thinking [53]2026.03 | 68.28 | |
| InternVL3.5-8BLLM Solver=Qwen3-30A3-Thinking [53]2026.03 | 68.12 | |
| GLM-4.1V-9BLLM Solver=Qwen3-30A3-Thinking [53]2026.03 | 66.17 | |
| MiniCPM-V-4.5LLM Solver=Qwen3-30A3-Thinking [53]2026.03 | 65.44 | |
| Intern-S1-8BLLM Solver=Qwen3-30A3-Thinking [53]2026.03 | 63.61 | |
| KeyeVL1.5-8BLLM Solver=Qwen3-30A3-Thinking [53]2026.03 | 62.37 | |
| GPT-52026.01 | 60.9 | |
| Active-ZeroModel Backbone=Qwen2.5-VL-7B-Instruct2026.02 | 59.04 | |
| VisPlayModel Backbone=Qwen2.5-VL-7B-Instruct2026.02 | 58.98 | |
| VisionZero-CLEVRModel Backbone=Qwen2.5-VL-7B-Instruct2026.02 | 58.7 | |
| VisionZero-RealWorldModel Backbone=Qwen2.5-VL-7B-Instruct2026.02 | 58.62 | |
| VisionZero-ChartModel Backbone=Qwen2.5-VL-7B-Instruct2026.02 | 58.4 | |
| Base ModelModel Backbone=Qwen2.5-VL-7B-Instruct2026.02 | 58.26 | |
| EvoLMMModel Backbone=Qwen2.5-VL-7B-Instruct2026.02 | 58.06 | |
| Gemini-2.5-Pro2026.01 | 56.3 | |
| GLM-4.5V2026.01 | 53.9 | |
| Active-ZeroModel Backbone=Qwen2.5-VL-3B-Instruct2026.02 | 51.24 | |
| VisPlayModel Backbone=Qwen2.5-VL-3B-Instruct2026.02 | 50.02 | |
| Base ModelModel Backbone=Qwen2.5-VL-3B-Instruct2026.02 | 46.33 | |
| COGFLOWModel Size=7B2026.01 | 46.2 | |
| Doubao-1.5-Pro2026.01 | 44.9 | |
| GLM-4.1VModel Size=9B2026.01 | 42.5 | |
| Claude-3.7-Sonnet2026.01 | 39.7 | |
| InternVL3.5Model Size=8B2026.01 | 37.7 | |
| Keye-VLModel Size=8B2026.01 | 37.3 | |
| InternVL3Model Size=8B2026.01 | 25.5 | |
| Qwen2.5-VLModel Size=8B2026.01 | 21 | |
| OvisModel Size=8B2026.01 | 20.4 |