| 1 | Kimi-VL-A3B-Thinking-2506 | moonshotai/Kimi-VL-A3B-Instruct | moonshotai | 80.1 | medium | MathVista\_MINI (Pass@1) |
| 2 | NVIDIA-Nemotron-Nano-12B-v2-VL-BF16 | nvidia/NVIDIA-Nemotron-Nano-12B-v2-VL-BF16 | nvidia | 76.9 | medium | MathVista* |
| 3 | Qwen2.5-VL-72B-Instruct-AWQ | Qwen/Qwen2.5-VL-72B-Instruct | Qwen | 75.3 | high | |
| 4 | Phi-4-reasoning-vision-15B | microsoft/Phi-4-reasoning | microsoft | 75.2 | medium | MathVista_MINI |
| 5 | Qwen2.5-VL-32B-Instruct | Qwen/Qwen2.5-VL-32B-Instruct | Qwen | 74.8 | medium | MathVista |
| 6 | Qwen2.5-VL-32B-Instruct-GGUF | Qwen/Qwen2.5-VL-32B-Instruct | unsloth | 74.8 | medium | MathVista |
| 7 | Qwen2.5-VL-32B-Instruct-bnb-4bit | Qwen/Qwen2.5-VL-32B-Instruct | unsloth | 74.8 | medium | MathVista |
| 8 | Qwen2.5-VL-32B-Instruct-GGUF | Qwen/Qwen2.5-VL-32B-Instruct | Mungert | 74.8 | medium | MathVista |
| 9 | Qwen2.5-VL-32B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2.5-VL-32B-Instruct | unsloth | 74.8 | medium | MathVista |
| 10 | Qwen2.5-VL-32B-Instruct-AWQ | Qwen/Qwen2.5-VL-32B-Instruct | Qwen | 74.7 | high | |
| 11 | Qwen2.5-VL-7B-Instruct-AWQ | Qwen/Qwen2.5-VL-7B-Instruct | Qwen | 73.8 | high | |
| 12 | Qwen2.5-VL-3B-Instruct-AWQ | Qwen/Qwen2.5-VL-3B-Instruct | Qwen | 73.8 | high | |
| 13 | Nemotron-3-Nano-Omni-30B-A3B-Reasoning-NVFP4 | nvidia/Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16 | nvidia | 71.9 | medium | MathVista_MINI |
| 14 | Nemotron-3-Nano-Omni-30B-A3B-Reasoning-FP8 | nvidia/Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16 | nvidia | 71.9 | medium | MathVista_MINI |
| 15 | Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16 | nvidia/Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16 | nvidia | 71.9 | medium | MathVista_MINI |
| 16 | NVIDIA-Nemotron-3-Nano-Omni-30B-A3B-Reasoning-GGUF | nvidia/Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16 | unsloth | 71.9 | medium | MathVista_MINI |
| 17 | NVIDIA-Nemotron-3-Nano-Omni-30B-A3B-Reasoning | nvidia/Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16 | unsloth | 71.9 | medium | MathVista_MINI |
| 18 | QVQ-72B-Preview | Qwen/Qwen2-VL-72B | Qwen | 71.4 | medium | MathVista(mini) |
| 19 | M2-Reasoning | inclusionAI/M2-Reasoning | inclusionAI | 70.5 | low | |
| 20 | Qwen2-VL-72B-Instruct-AWQ | Qwen/Qwen2-VL-72B-Instruct | Qwen | 70.19 | high | |
| 21 | Qwen2-VL-72B-Instruct-GPTQ-Int4 | Qwen/Qwen2-VL-72B-Instruct | Qwen | 70.19 | high | |
| 22 | Qwen2-VL-72B-Instruct-GPTQ-Int8 | Qwen/Qwen2-VL-72B-Instruct | Qwen | 70.19 | high | |
| 23 | Mistral-Small-3.1-24B-Instruct-2503 | mistralai/Mistral-Small-3.1-24B-Base-2503 | mistralai | 68.91 | low | |
| 24 | Mistral-Small-3.2-24B-Instruct-2506 | mistralai/Mistral-Small-3.1-24B-Base-2503 | mistralai | 68.91 | low | |
| 25 | Mistral-Small-3.2-24B-Instruct-2506-GGUF | mistralai/Mistral-Small-3.2-24B-Instruct-2506 | unsloth | 68.91 | low | |
| 26 | Mistral-Small-3.2-24B-Instruct-2506-bnb-4bit | mistralai/Mistral-Small-3.2-24B-Instruct-2506 | unsloth | 68.91 | low | |
| 27 | Mistral-Small-3.2-24B-Instruct-2506 | mistralai/Mistral-Small-3.2-24B-Instruct-2506 | unsloth | 68.91 | low | |
| 28 | Mistral-Small-3.1-24B-Instruct-2503-GGUF | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | unsloth | 68.91 | low | |
| 29 | Mistral-Small-3.2-24B-Instruct-2506-unsloth-bnb-4bit | mistralai/Mistral-Small-3.2-24B-Instruct-2506 | unsloth | 68.91 | low | |
| 30 | Mistral-Small-3.1-24B-Instruct-2503-bnb-4bit | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | unsloth | 68.91 | low | |
| 31 | Mistral-Small-3.1-24B-Instruct-2503-unsloth-bnb-4bit | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | unsloth | 68.91 | low | |
| 32 | Mistral-Small-3.1-24B-Instruct-2503 | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | unsloth | 68.91 | low | |
| 33 | Mistral-Small-3.1-24B-Instruct-2503-GGUF | mistralai/Mistral-Small-3.1-24B-Base-2503 | Mungert | 68.91 | low | |
| 34 | Mistral-Small-3.2-24B-Instruct-2506-GGUF | mistralai/Mistral-Small-3.1-24B-Base-2503 | Mungert | 68.91 | low | |
| 35 | Mistral-Small-3.2-24B-Instruct-2506-FP8 | mistralai/Mistral-Small-3.2-24B-Instruct-2506 | unsloth | 68.91 | low | |
| 36 | Ming-Lite-Omni | inclusionAI/Ling-lite | inclusionAI | 68.1 | medium | MathVista |
| 37 | Qwen2.5-Omni-3B | Qwen/Qwen2.5-Omni-3B | Qwen | 67.9 | medium | MathVista<sub>testmini</sub> |
| 38 | Qwen2.5-Omni-7B | Qwen/Qwen2.5-Omni-7B | Qwen | 67.9 | medium | MathVista<sub>testmini</sub> |
| 39 | Qwen2.5-Omni-7B-GGUF | Qwen/Qwen2.5-Omni-7B | unsloth | 67.9 | medium | MathVista<sub>testmini</sub> |
| 40 | Qwen2.5-Omni-3B-GGUF | Qwen/Qwen2.5-Omni-3B | unsloth | 67.9 | medium | MathVista<sub>testmini</sub> |
| 41 | Qwen2.5-Omni-3B-GGUF | Qwen/Qwen2.5-Omni-3B | Mungert | 67.9 | medium | MathVista<sub>testmini</sub> |
| 42 | Qwen2.5-Omni-7B | Qwen/Qwen2.5-Omni-7B | unsloth | 67.9 | medium | MathVista<sub>testmini</sub> |
| 43 | Qwen2.5-Omni-7B-GGUF | Qwen/Qwen2.5-Omni-7B | Mungert | 67.9 | medium | MathVista<sub>testmini</sub> |
| 44 | Qwen2.5-Omni-3B | Qwen/Qwen2.5-Omni-3B | unsloth | 67.9 | medium | MathVista<sub>testmini</sub> |
| 45 | Pixtral-Large-Instruct-2411 | mistralai/Pixtral-Large-Instruct-2411 | mistralai | 67.8 | low | MathVista (CoT) | MMMU (CoT) | ChartQA (CoT) |
| 46 | NVLM-D-72B | nvidia/NVLM-D-72B | nvidia | 65.2 | low | |
| 47 | Qwen2.5-VL-72B-Instruct | Qwen/Qwen2.5-VL-72B-Instruct | Qwen | 63.8 | medium | MathVista_MINI |
| 48 | Kimi-VL-A3B-Instruct | moonshotai/Moonlight-16B-A3B | moonshotai | 63.8 | medium | MathVista (Pass@1) |
| 49 | Kimi-VL-A3B-Thinking | moonshotai/Kimi-VL-A3B-Instruct | moonshotai | 63.8 | medium | MathVista (mini) (Pass@1) |
| 50 | Eagle2.5-8B | Qwen/Qwen2.5-7B-Instruct | nvidia | 63.8 | medium | MathVista<sub>testmini</sub> |
| 51 | Kimi-VL-A3B-Thinking-2506 | moonshotai/Kimi-VL-A3B-Instruct | moonshotai | 63.8 | medium | MathVista_MINI (Pass@1) |
| 52 | Qwen2.5-VL-72B-Instruct-GGUF | Qwen/Qwen2.5-VL-72B-Instruct | unsloth | 63.8 | medium | MathVista_MINI |
| 53 | Qwen2.5-VL-72B-Instruct-GGUF | Qwen/Qwen2.5-VL-72B-Instruct | Mungert | 63.8 | medium | MathVista_MINI |
| 54 | Qwen2.5-VL-72B-Instruct-bnb-4bit | Qwen/Qwen2.5-VL-72B-Instruct | unsloth | 63.8 | medium | MathVista_MINI |
| 55 | Qwen2.5-VL-72B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2.5-VL-72B-Instruct | unsloth | 63.8 | medium | MathVista_MINI |
| 56 | Phi-4-multimodal-instruct | microsoft/Phi-4-multimodal-instruct | microsoft | 62.4 | medium | MathVista (testmini) |
| 57 | Phi-4-multimodal-instruct | microsoft/Phi-4-multimodal-instruct | Lexius | 62.4 | medium | MathVista (testmini) |
| 58 | MiniMax-VL-01 | MiniMaxAI/MiniMax-VL-01 | MiniMaxAI | 62.1 | medium | MathVista<sup>*</sup> |
| 59 | Qwen2.5-VL-3B-Instruct | Qwen/Qwen2.5-VL-3B-Instruct | Qwen | 60.5 | medium | MathVista<sub>testmini</sub> |
| 60 | Qwen2.5-VL-3B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2.5-VL-3B-Instruct | unsloth | 60.5 | medium | MathVista<sub>testmini</sub> |
| 61 | Qwen2.5-VL-3B-Instruct-GGUF | Qwen/Qwen2.5-VL-3B-Instruct | unsloth | 60.5 | medium | MathVista<sub>testmini</sub> |
| 62 | Qwen2.5-VL-3B-Instruct-GGUF | Qwen/Qwen2.5-VL-3B-Instruct | Mungert | 60.5 | medium | MathVista<sub>testmini</sub> |
| 63 | Qwen2.5-VL-3B-Instruct-bnb-4bit | Qwen/Qwen2.5-VL-3B-Instruct | unsloth | 60.5 | medium | MathVista<sub>testmini</sub> |
| 64 | Qwen2.5-VL-3B-Instruct | Qwen/Qwen2.5-VL-3B-Instruct | unsloth | 60.5 | medium | MathVista<sub>testmini</sub> |
| 65 | Qwen2.5-VL-7B-Instruct | Qwen/Qwen2.5-VL-7B-Instruct | Qwen | 58.3 | medium | MathVista<sub>testmini</sub> |
| 66 | Qwen2-VL-7B-Instruct | Qwen/Qwen2-VL-7B | Qwen | 58.3 | medium | MathVista<sub>testmini</sub> |
| 67 | Qwen2.5-VL-7B-Instruct-GGUF | Qwen/Qwen2.5-VL-7B-Instruct | unsloth | 58.3 | medium | MathVista<sub>testmini</sub> |
| 68 | Qwen2.5-VL-7B-Instruct | Qwen/Qwen2.5-VL-7B-Instruct | unsloth | 58.3 | medium | MathVista<sub>testmini</sub> |
| 69 | Qwen2.5-VL-7B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2.5-VL-7B-Instruct | unsloth | 58.3 | medium | MathVista<sub>testmini</sub> |
| 70 | Qwen2.5-VL-7B-Instruct-bnb-4bit | Qwen/Qwen2.5-VL-7B-Instruct | unsloth | 58.3 | medium | MathVista<sub>testmini</sub> |
| 71 | Qwen2-VL-7B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2-VL-7B-Instruct | unsloth | 58.3 | medium | MathVista<sub>testmini</sub> |
| 72 | Qwen2.5-VL-7B-Instruct-GGUF | Qwen/Qwen2.5-VL-7B-Instruct | Mungert | 58.3 | medium | MathVista<sub>testmini</sub> |
| 73 | Qwen2-VL-7B-Instruct-bnb-4bit | Qwen/Qwen2-VL-7B-Instruct | unsloth | 58.3 | medium | MathVista<sub>testmini</sub> |
| 74 | Qwen2-VL-7B-Instruct | Qwen/Qwen2-VL-7B-Instruct | unsloth | 58.3 | medium | MathVista<sub>testmini</sub> |
| 75 | Qwen2-VL-7B-Instruct-AWQ | Qwen/Qwen2-VL-7B-Instruct | Qwen | 58.2 | high | |
| 76 | Qwen2-VL-7B-Instruct-GPTQ-Int8 | Qwen/Qwen2-VL-7B-Instruct | Qwen | 58.2 | high | |
| 77 | Qwen2-VL-7B-Instruct-GPTQ-Int4 | Qwen/Qwen2-VL-7B-Instruct | Qwen | 58.2 | high | |
| 78 | Pixtral-12B-2409 | mistralai/Pixtral-12B-Base-2409 | mistralai | 54.4 | medium | **Mathvista** *(CoT)* |
| 79 | gemma-3-270m | google/gemma-3-270m | google | 50.0 | medium | [MathVista][] (testmini) |
| 80 | gemma-3-270m-it | google/gemma-3-270m | google | 50.0 | medium | [MathVista][] (testmini) |
| 81 | gemma-3-270m-it-GGUF | google/gemma-3-270m-it | unsloth | 50.0 | medium | [MathVista][] (testmini) |
| 82 | gemma-3-270m-it | google/gemma-3-270m-it | unsloth | 50.0 | medium | [MathVista][] (testmini) |
| 83 | gemma-3-270m-it-unsloth-bnb-4bit | google/gemma-3-270m-it | unsloth | 50.0 | medium | [MathVista][] (testmini) |
| 84 | gemma-3-270m-it-qat-GGUF | google/gemma-3-270m-it-qat-q4_0-unquantized | unsloth | 50.0 | medium | [MathVista][] (testmini) |
| 85 | gemma-3-270m | google/gemma-3-270m | unsloth | 50.0 | medium | [MathVista][] (testmini) |
| 86 | gemma-3-270m-unsloth-bnb-4bit | google/gemma-3-270m-it | unsloth | 50.0 | medium | [MathVista][] (testmini) |
| 87 | gemma-3-270m-it-qat-q4_0-unquantized | google/gemma-3-270m-it | google | 50.0 | medium | [MathVista][] (testmini) |
| 88 | gemma-3-270m-it-bnb-4bit | google/gemma-3-270m-it | unsloth | 50.0 | medium | [MathVista][] (testmini) |
| 89 | gemma-3-270m-it-qat | google/gemma-3-270m-it-qat-q4_0-unquantized | unsloth | 50.0 | medium | [MathVista][] (testmini) |
| 90 | gemma-3-270m-bnb-4bit | google/gemma-3-270m | unsloth | 50.0 | medium | [MathVista][] (testmini) |
| 91 | gemma-3-270m-qat-q4_0-unquantized | google/gemma-3-270m | google | 50.0 | medium | [MathVista][] (testmini) |
| 92 | gemma-3-270m-it-GGUF | google/gemma-3-270m | Mungert | 50.0 | medium | [MathVista][] (testmini) |
| 93 | gemma-3-270m-it-torchao-FP8 | google/gemma-3-270m-it | unsloth | 50.0 | medium | [MathVista][] (testmini) |
| 94 | SmolVLM-Instruct-GGUF | HuggingFaceTB/SmolLM2-1.7B-Instruct | Mungert | 44.6 | high | |
| 95 | Phi-3-vision-128k-instruct | microsoft/Phi-3-vision-128k-instruct | microsoft | 44.5 | medium | MathVista |
| 96 | SmolVLM-256M-Instruct-GGUF | HuggingFaceTB/SmolLM2-135M-Instruct | Mungert | 35.9 | high | |