Visual Mathematical Reasoning on WeMath strict
44.8AccuracyAdaVaR-7B
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AdaVaR-7BCategory=Reasoning Models, Base Model=Qwen2.5-VL-7B, Parameter Size=7B, Reasoning Mode=Adaptive2025.09 | 44.8 | 55.82 | |
| OVR-7BCategory=Reasoning Models, Base Model=Qwen2.5-VL-7B, Parameter Size=7B, Reasoning Mode=Text-based2025.09 | 44.6 | 55.76 | |
| GPT-4oCategory=SFT & Close-source Models2025.09 | 42.9 | 53.2 | |
| VLAA-Thinker-7BCategory=Reasoning Models, Base Model=Qwen2.5-VL-7B, Parameter Size=7B, Reasoning Mode=Text-based2025.09 | 41.5 | 54.2 | |
| InternVL3-8BCategory=SFT & Close-source Models, Parameter Size=8B2025.09 | 37.5 | — | |
| MM-EurekaCategory=Reasoning Models, Base Model=Qwen2.5-VL-7B, Parameter Size=7B2025.09 | 36.9 | 52.52 | |
| ViGoRL-7BCategory=Reasoning Models, Base Model=Qwen2.5-VL-7B, Parameter Size=7B2025.09 | 36.3 | 50.53 | |
| VLAA-Thinker-3BCategory=Reasoning Models, Base Model=Qwen2.5-VL-3B, Parameter Size=3B, Reasoning Mode=Text-based2025.09 | 33.8 | 46.7 | |
| AdaVaR-3BCategory=Reasoning Models, Base Model=Qwen2.5-VL-3B, Parameter Size=3B, Reasoning Mode=Adaptive2025.09 | 33.8 | 50.84 | |
| Chain-of-FocusCategory=Reasoning Models, Base Model=Qwen2.5-VL-7B, Parameter Size=7B2025.09 | 33.1 | 50.94 | |
| DeepEyesCategory=Reasoning Models, Base Model=Qwen2.5-VL-7B, Parameter Size=7B, Reasoning Mode=Visually-grounded2025.09 | 32.7 | 53.72 | |
| Orsta-7BCategory=Reasoning Models, Base Model=Qwen2.5-VL-7B, Parameter Size=7B2025.09 | 31.8 | 52.04 | |
| Qwen2.5-VL-7BCategory=Reasoning Models, Base Model=Qwen2.5-VL-7B, Parameter Size=7B2025.09 | 31.2 | 50.9 | |
| LMM-R1Category=Reasoning Models, Base Model=Qwen2.5-VL-3B, Parameter Size=3B2025.09 | 29.2 | 48.8 | |
| GRIT-3BCategory=Reasoning Models, Base Model=Qwen2.5-VL-3B, Parameter Size=3B2025.09 | 29.1 | 45.8 | |
| ViGoRL-3BCategory=Reasoning Models, Base Model=Qwen2.5-VL-3B, Parameter Size=3B2025.09 | 28.5 | 45.7 | |
| Qwen2.5-VL-3BCategory=Reasoning Models, Base Model=Qwen2.5-VL-3B, Parameter Size=3B2025.09 | 21.2 | 45.74 | |
| LLaVA-OV-7BCategory=SFT & Close-source Models, Parameter Size=7B2025.09 | 17.7 | — |