Mathematical Reasoning on MathVista Math (ALL, GEO, ALG, GPS, TQA)
81.11ALL AccuracyVIRC-7B
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| VIRC-7B#Params=7B, Model Category=Open-Source Reasoning Model2025.12 | 81.11 | 81.13 | 81.27 | 81.73 | 79.03 | |
| InternVL2.5-8B-MPO#Params=8B, Model Category=Open-Source General Model2025.12 | 75.93 | 77.83 | 76.4 | 78.37 | 67.74 | |
| MINT-CoT-7B#Params=7B, Model Category=Open-Source Reasoning Model2025.12 | 73.7 | 74.53 | 73.78 | 75 | 69.35 | |
| MM-Eureka#Params=7B, Model Category=Open-Source Reasoning Model2025.12 | 72.59 | 71.22 | 72.66 | 72.6 | 72.58 | |
| VIRC-3B#Params=3B, Model Category=Open-Source Reasoning Model2025.12 | 72.59 | 75.47 | 72.66 | 75.96 | 61.29 | |
| DeepEyes#Params=7B, Model Category=Open-Source Reasoning Model2025.12 | 71.11 | 70.75 | 71.16 | 71.15 | 70.97 | |
| R1-VL-7B#Params=7B, Model Category=Open-Source Reasoning Model2025.12 | 69.63 | 68.87 | 69.66 | 69.71 | 69.35 | |
| Mini-o3#Params=7B, Model Category=Open-Source Reasoning Model2025.12 | 67.78 | 67.45 | 67.42 | 67.79 | 67.74 | |
| Claude 3.5 Sonnet#Params=-, Model Category=Closed-Source Model2025.12 | 67.41 | 65.09 | 67.79 | 65.38 | 74.19 | |
| LLaVA-OV-Qwen2-7b-ov#Params=7B, Model Category=Open-Source General Model2025.12 | 67.04 | 69.34 | 67.04 | 69.71 | 58.06 | |
| GPT-4o#Params=-, Model Category=Closed-Source Model2025.12 | 66.67 | 63.68 | 67.04 | 63.46 | 77.42 | |
| Pixel Reasoner#Params=7B, Model Category=Open-Source Reasoning Model2025.12 | 66.67 | 64.15 | 67.04 | 64.42 | 74.19 | |
| Qwen2.5-VL-7B-Instruct#Params=7B, Model Category=Open-Source Reasoning Model2025.12 | 66.67 | 65.56 | 66.29 | 65.87 | 69.35 | |
| DeepSeek-VL2#Params=4.5B, Model Category=Open-Source General Model2025.12 | 65.56 | 63.68 | 65.54 | 63.94 | 70.97 | |
| InternVL2.5-8B#Params=8B, Model Category=Open-Source General Model2025.12 | 62.59 | 61.32 | 62.55 | 62.02 | 64.52 | |
| Qwen3-VL-8B-Instruct#Params=8B, Model Category=Open-Source General Model, tool=true2025.12 | 59.63 | 67.92 | 59.93 | 68.75 | 29.03 | |
| Hint-GRPO-Qwen2.5-VL-3B#Params=3B, Model Category=Open-Source Reasoning Model2025.12 | 59.26 | 57.55 | 59.18 | 58.65 | 61.29 | |
| Qwen2.5-VL-3B-Instruct#Params=3B, Model Category=Open-Source Reasoning Model2025.12 | 55.93 | 53.3 | 56.18 | 52.88 | 66.13 | |
| Hint-GRPO-Qwen2-VL-7B#Params=7B, Model Category=Open-Source Reasoning Model2025.12 | 53.7 | 51.89 | 53.18 | 52.4 | 58.06 |