Mathematical Reasoning on MathVista mini (Score and Speed)
73.9ScoreInternVL3.5-8B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| InternVL3.5-8BParameter Scale=8B2026.05 | 73.9 | — | |
| CPOModel=Qwen3-VL-4B2026.07 | 73.9 | — | |
| BAGELModel Category=Unified Models2026.04 | 73.1 | — | |
| InternVL3.5-4BParameter Scale=4B2026.05 | 72.8 | — | |
| CAVE-7BParameters=7B2026.05 | 71.2 | — | |
| Qwen3-VL-8B-InstructParameters=8B, Instruct=true2026.05 | 70.6 | — | |
| DeepEyes-7BParameters=7B2026.05 | 70.3 | — | |
| InternVL3.5-8BParameters=8B2026.05 | 69.6 | — | |
| Qwen2.5-VL-7BModel Category=Specialist VLMs2026.04 | 68.2 | — | |
| LLaDA2.0-UniModel Category=Unified Models2026.04 | 68.1 | — | |
| Qwen2.5-VLParameters=7B2026.05 | 66.7 | — | |
| LLaDA-oModel Category=Unified Models2026.04 | 66.1 | — | |
| Qwen3-VL-8BParameter Scale=8B2026.05 | 66.1 | — | |
| GRPOModel=Qwen3-VL-4B2026.07 | 65.2 | — | |
| Qwen3-VL-4BParameter Scale=4B2026.05 | 63.6 | — | |
| Circle-RoPEParameters=3B, Supervised Fine-Tuning (SFT)=true2025.05 | 63.4 | — | |
| LoRAModel=Qwen3-VL-4B2026.07 | 62.7 | — | |
| Qwen2.5-VLParameters=3B2025.05 | 62.4 | — | |
| Qwen2.5-VL (SFT)Parameters=3B, Supervised Fine-Tuning (SFT)=true2025.05 | 62.4 | — | |
| PerceptionLM-8BParameter Scale=8B2026.05 | 62.2 | — | |
| PerceptionLM-3BParameter Scale=3B2026.05 | 61.6 | — | |
| InternVL3.5-2BParameter Scale=2B2026.05 | 61.4 | — | |
| Molmo2-8BParameter Scale=8B2026.05 | 61.4 | — | |
| Zamba2-VL-7BParameter Scale=7B2026.05 | 61.2 | — | |
| SAIL-VLParameters=2B2025.05 | 60.7 | — | |
| InternVL2.5Parameters=4B2025.05 | 60.6 | — | |
| MiniCPM V-2.6Parameters=8B2025.05 | 60.2 | — | |
| LLaDA-VModel Category=Specialist VLMs2026.04 | 59.7 | — | |
| GSPOModel=Qwen3-VL-4B2026.07 | 57.4 | — | |
| BaseModel=Qwen3-VL-4B2026.07 | 56.9 | — | |
| Molmo2-4BParameter Scale=4B2026.05 | 56.5 | — | |
| InternVL-UModel Category=Unified Models2026.04 | 55.8 | — | |
| InternVL3.5-1BParameter Scale=1B2026.05 | 52.9 | — | |
| PerceptionLM-1BParameter Scale=1B2026.05 | 51.9 | — | |
| Qwen3-VL-2BParameter Scale=2B2026.05 | 51.8 | — | |
| FFTModel=Qwen3-VL-4B2026.07 | 51.7 | — | |
| Zamba2-VL-2.7BParameter Scale=2.7B2026.05 | 51 | — | |
| Zamba2-VL-1.2BParameter Scale=1.2B2026.05 | 48.7 | — | |
| Phi-3.5 visionParameters=4.2B2025.05 | 43.7 | — | |
| MiniCPM V-2Parameters=2.8B2025.05 | 40.8 | — | |
| AHD (Ours)2026.04 | 36 | 2.37 | |
| MMaDA2026.04 | 32.9 | 1 | |
| Lumina-DiMOOModel Category=Unified Models2026.04 | 10.3 | — |