| 1 | DeepSeek-V3-0324-NVFP4 | deepseek-ai/DeepSeek-V3-0324 | nvidia | 82.0 | medium | MMMU Pro |
| 2 | gemma-4-26B-A4B-it | google/gemma-4-26B-A4B | google | 76.9 | medium | MMMU Pro |
| 3 | gemma-4-31B-it | google/gemma-4-31B | google | 76.9 | medium | MMMU Pro |
| 4 | gemma-4-E4B-it | google/gemma-4-E4B | google | 76.9 | medium | MMMU Pro |
| 5 | gemma-4-E2B-it | google/gemma-4-E2B | google | 76.9 | medium | MMMU Pro |
| 6 | gemma-4-12B-it | google/gemma-4-12B | google | 76.9 | medium | MMMU Pro |
| 7 | gemma-4-31B-it-qat-w4a16-ct | google/gemma-4-31B-it-qat-q4_0-unquantized | google | 76.9 | medium | MMMU Pro |
| 8 | gemma-4-12B-it-qat-w4a16-ct | google/gemma-4-12B-it-qat-q4_0-unquantized | google | 76.9 | medium | MMMU Pro |
| 9 | gemma-4-31B-it-assistant | google/gemma-4-31B-it-assistant | google | 76.9 | medium | MMMU Pro |
| 10 | gemma-4-26B-A4B-it-GGUF | google/gemma-4-26B-A4B-it | unsloth | 76.9 | medium | MMMU Pro |
| 11 | gemma-4-26B-A4B | google/gemma-4-26B-A4B | google | 76.9 | medium | MMMU Pro |
| 12 | gemma-4-31B | google/gemma-4-31B | google | 76.9 | medium | MMMU Pro |
| 13 | gemma-4-12b-it-GGUF | google/gemma-4-12B-it | unsloth | 76.9 | medium | MMMU Pro |
| 14 | gemma-4-12B-it-qat-q4_0-unquantized | google/gemma-4-12B-it | google | 76.9 | medium | MMMU Pro |
| 15 | gemma-4-31B-it-GGUF | google/gemma-4-31B-it | unsloth | 76.9 | medium | MMMU Pro |
| 16 | gemma-4-E4B-it-GGUF | google/gemma-4-E4B-it | unsloth | 76.9 | medium | MMMU Pro |
| 17 | gemma-4-E2B-it-qat-w4a16-ct | google/gemma-4-E2B-it-qat-q4_0-unquantized | google | 76.9 | medium | MMMU Pro |
| 18 | gemma-4-26B-A4B-it-qat-GGUF | google/gemma-4-26B-A4B-it-qat-q4_0-unquantized | unsloth | 76.9 | medium | MMMU Pro |
| 19 | gemma-4-E4B-it-unsloth-bnb-4bit | google/gemma-4-E4B-it | unsloth | 76.9 | medium | MMMU Pro |
| 20 | gemma-4-E2B-it-GGUF | google/gemma-4-E2B-it | unsloth | 76.9 | medium | MMMU Pro |
| 21 | gemma-4-E4B-it-qat-w4a16-ct | google/gemma-4-E4B-it-qat-q4_0-unquantized | google | 76.9 | medium | MMMU Pro |
| 22 | gemma-4-31B-it-unsloth-bnb-4bit | google/gemma-4-31B-it | unsloth | 76.9 | medium | MMMU Pro |
| 23 | gemma-4-31B-it-qat-GGUF | google/gemma-4-31B-it-qat-q4_0-unquantized | unsloth | 76.9 | medium | MMMU Pro |
| 24 | gemma-4-12B | google/gemma-4-12B | google | 76.9 | medium | MMMU Pro |
| 25 | gemma-4-E4B-it-qat-GGUF | google/gemma-4-E4B-it-qat-q4_0-unquantized | unsloth | 76.9 | medium | MMMU Pro |
| 26 | gemma-4-26B-A4B-it-assistant | google/gemma-4-26B-A4B-it-assistant | google | 76.9 | medium | MMMU Pro |
| 27 | gemma-4-12B-it-qat-GGUF | google/gemma-4-12B-it-qat-q4_0-unquantized | unsloth | 76.9 | medium | MMMU Pro |
| 28 | gemma-4-12B-it-qat-q4_0-gguf | google/gemma-4-12B-it-qat-q4_0-unquantized | google | 76.9 | medium | MMMU Pro |
| 29 | gemma-4-E4B | google/gemma-4-E4B | google | 76.9 | medium | MMMU Pro |
| 30 | gemma-4-E4B-it-qat-q4_0-gguf | google/gemma-4-E4B-it-qat-q4_0-unquantized | google | 76.9 | medium | MMMU Pro |
| 31 | gemma-4-E2B-it-qat-q4_0-gguf | google/gemma-4-E2B-it-qat-q4_0-unquantized | google | 76.9 | medium | MMMU Pro |
| 32 | gemma-4-12B-it-assistant | google/gemma-4-12B-it-assistant | google | 76.9 | medium | MMMU Pro |
| 33 | gemma-4-E4B-it | google/gemma-4-E4B-it | unsloth | 76.9 | medium | MMMU Pro |
| 34 | gemma-4-12b-it | google/gemma-4-12B-it | unsloth | 76.9 | medium | MMMU Pro |
| 35 | gemma-4-E2B-it-qat-GGUF | google/gemma-4-E2B-it-qat-q4_0-unquantized | unsloth | 76.9 | medium | MMMU Pro |
| 36 | gemma-4-12B-it-qat-q4_0-unquantized-assistant | google/gemma-4-12B-it-assistant | google | 76.9 | medium | MMMU Pro |
| 37 | gemma-4-26B-A4B-it-qat-q4_0-gguf | google/gemma-4-26B-A4B-it-qat-q4_0-unquantized | google | 76.9 | medium | MMMU Pro |
| 38 | gemma-4-E2B | google/gemma-4-E2B | google | 76.9 | medium | MMMU Pro |
| 39 | gemma-4-26B-A4B-it-NVFP4 | google/gemma-4-26B-A4B-it | unsloth | 76.9 | medium | MMMU Pro |
| 40 | gemma-4-E2B-it-unsloth-bnb-4bit | google/gemma-4-E2B-it | unsloth | 76.9 | medium | MMMU Pro |
| 41 | gemma-4-31B-it-qat-q4_0-gguf | google/gemma-4-31B-it-qat-q4_0-unquantized | google | 76.9 | medium | MMMU Pro |
| 42 | gemma-4-E2B-it | google/gemma-4-E2B-it | unsloth | 76.9 | medium | MMMU Pro |
| 43 | gemma-4-31B-it-qat-w4a16 | google/gemma-4-31B-it-qat-q4_0-unquantized | unsloth | 76.9 | medium | MMMU Pro |
| 44 | gemma-4-E2B-it-assistant | google/gemma-4-E2B-it-assistant | google | 76.9 | medium | MMMU Pro |
| 45 | gemma-4-E4B-it-assistant | google/gemma-4-E4B-it-assistant | google | 76.9 | medium | MMMU Pro |
| 46 | gemma-4-26B-A4B-it | google/gemma-4-26B-A4B-it | unsloth | 76.9 | medium | MMMU Pro |
| 47 | gemma-4-E2B-it-qat-mobile-ct | google/gemma-4-E2B-it-qat-mobile-transformers | google | 76.9 | medium | MMMU Pro |
| 48 | gemma-4-E2B-it-qat-mobile-GGUF | google/gemma-4-E2B-it-qat-mobile-transformers | unsloth | 76.9 | medium | MMMU Pro |
| 49 | gemma-4-26B-A4B-it-qat-q4_0-unquantized | google/gemma-4-26B-A4B-it | google | 76.9 | medium | MMMU Pro |
| 50 | gemma-4-E2B-it-qat-q4_0-unquantized | google/gemma-4-E2B-it | google | 76.9 | medium | MMMU Pro |
| 51 | gemma-4-E4B-it-qat-mobile-ct | google/gemma-4-E4B-it-qat-mobile-transformers | google | 76.9 | medium | MMMU Pro |
| 52 | gemma-4-12b-it-NVFP4 | google/gemma-4-12B-it | unsloth | 76.9 | medium | MMMU Pro |
| 53 | gemma-4-31B-it | google/gemma-4-31B-it | unsloth | 76.9 | medium | MMMU Pro |
| 54 | gemma-4-E4B-it-qat-mobile-GGUF | google/gemma-4-E4B-it-qat-mobile-transformers | unsloth | 76.9 | medium | MMMU Pro |
| 55 | gemma-4-31B-it-NVFP4 | google/gemma-4-31B-it | unsloth | 76.9 | medium | MMMU Pro |
| 56 | gemma-4-12b | google/gemma-4-12B | unsloth | 76.9 | medium | MMMU Pro |
| 57 | gemma-4-E2B-it-qat-mobile-transformers | google/gemma-4-E2B-it | google | 76.9 | medium | MMMU Pro |
| 58 | gemma-4-E4B-it-qat-mobile-transformers | google/gemma-4-E4B-it | google | 76.9 | medium | MMMU Pro |
| 59 | gemma-4-31B-it-qat-q4_0-unquantized-assistant | google/gemma-4-31B-it-assistant | google | 76.9 | medium | MMMU Pro |
| 60 | gemma-4-E4B-it-qat-q4_0-unquantized | google/gemma-4-E4B-it | google | 76.9 | medium | MMMU Pro |
| 61 | gemma-4-26B-A4B-it-qat-q4_0-unquantized-assistant | google/gemma-4-26B-A4B-it-assistant | google | 76.9 | medium | MMMU Pro |
| 62 | gemma-4-31B-it-qat-q4_0-unquantized | google/gemma-4-31B-it | google | 76.9 | medium | MMMU Pro |
| 63 | gemma-4-E4B-it-NVFP4 | google/gemma-4-E4B-it | unsloth | 76.9 | medium | MMMU Pro |
| 64 | gemma-4-E2B-it-qat-q4_0-unquantized-assistant | google/gemma-4-E2B-it-assistant | google | 76.9 | medium | MMMU Pro |
| 65 | gemma-4-E4B-it-qat-q4_0-unquantized-assistant | google/gemma-4-E4B-it-assistant | google | 76.9 | medium | MMMU Pro |
| 66 | gemma-4-12B-it-qat-q4_0-unquantized | google/gemma-4-12B-it | unsloth | 76.9 | medium | MMMU Pro |
| 67 | gemma-4-E2B | google/gemma-4-E2B | unsloth | 76.9 | medium | MMMU Pro |
| 68 | gemma-4-E2B-it-qat-q4_0-unquantized | google/gemma-4-E2B-it | unsloth | 76.9 | medium | MMMU Pro |
| 69 | gemma-4-E2B-it-NVFP4 | google/gemma-4-E2B-it | unsloth | 76.9 | medium | MMMU Pro |
| 70 | gemma-4-12B-it-qat-w4a16 | google/gemma-4-12B-it-qat-q4_0-unquantized | unsloth | 76.9 | medium | MMMU Pro |
| 71 | gemma-4-26B-A4B-it-qat-q4_0-unquantized | google/gemma-4-26B-A4B-it | unsloth | 76.9 | medium | MMMU Pro |
| 72 | gemma-4-12B-it-GGUF | google/gemma-4-12B | Mungert | 76.9 | medium | MMMU Pro |
| 73 | gemma-4-E4B-it-qat-w4a16 | google/gemma-4-E4B-it-qat-q4_0-unquantized | unsloth | 76.9 | medium | MMMU Pro |
| 74 | gemma-4-26b-a4b-it-UD-MLX-4bit | google/gemma-4-26B-A4B-it | unsloth | 76.9 | medium | MMMU Pro |
| 75 | gemma-4-26B-A4B | google/gemma-4-26B-A4B | unsloth | 76.9 | medium | MMMU Pro |
| 76 | gemma-4-31B-it-qat-q4_0-unquantized | google/gemma-4-31B-it | unsloth | 76.9 | medium | MMMU Pro |
| 77 | gemma-4-E2B-it-qat-w4a16 | google/gemma-4-E2B-it-qat-q4_0-unquantized | unsloth | 76.9 | medium | MMMU Pro |
| 78 | gemma-4-E4B | google/gemma-4-E4B | unsloth | 76.9 | medium | MMMU Pro |
| 79 | gemma-4-E4B-it-qat-q4_0-unquantized | google/gemma-4-E4B-it | unsloth | 76.9 | medium | MMMU Pro |
| 80 | gemma-4-31B | google/gemma-4-31B | unsloth | 76.9 | medium | MMMU Pro |
| 81 | gemma-4-E4B-it-UD-MLX-4bit | google/gemma-4-E4B-it | unsloth | 76.9 | medium | MMMU Pro |
| 82 | gemma-4-E2B-it-UD-MLX-4bit | google/gemma-4-E2B-it | unsloth | 76.9 | medium | MMMU Pro |
| 83 | gemma-4-31b-it-MLX-8bit | google/gemma-4-31B-it | unsloth | 76.9 | medium | MMMU Pro |
| 84 | gemma-4-26b-a4b-it-MLX-8bit | google/gemma-4-26B-A4B-it | unsloth | 76.9 | medium | MMMU Pro |
| 85 | gemma-4-31B-it-GGUF | google/gemma-4-31B | Mungert | 76.9 | medium | MMMU Pro |
| 86 | gemma-4-E2B-it-qat-mobile | google/gemma-4-E2B-it-qat-q4_0-unquantized | unsloth | 76.9 | medium | MMMU Pro |
| 87 | gemma-4-E4B-it-MLX-8bit | google/gemma-4-E4B-it | unsloth | 76.9 | medium | MMMU Pro |
| 88 | gemma-4-31b-it-UD-MLX-4bit | google/gemma-4-31B-it | unsloth | 76.9 | medium | MMMU Pro |
| 89 | gemma-4-E4B-it-GGUF | google/gemma-4-E4B | Mungert | 76.9 | medium | MMMU Pro |
| 90 | gemma-4-E2B-it-GGUF | google/gemma-4-E2B | Mungert | 76.9 | medium | MMMU Pro |
| 91 | gemma-4-E2B-it-MLX-8bit | google/gemma-4-E2B-it | unsloth | 76.9 | medium | MMMU Pro |
| 92 | gemma-4-26b-a4b-it-UD-MLX-3bit | google/gemma-4-26B-A4B-it | unsloth | 76.9 | medium | MMMU Pro |
| 93 | gemma-4-E4B-it-qat-mobile | google/gemma-4-E4B-it-qat-q4_0-unquantized | unsloth | 76.9 | medium | MMMU Pro |
| 94 | gemma-4-31b-it-UD-MLX-3bit | google/gemma-4-31B-it | unsloth | 76.9 | medium | MMMU Pro |
| 95 | Qwen3.5-122B-A10B-NVFP4 | Qwen/Qwen3.5-122B-A10B | nvidia | 75.55 | high | |
| 96 | MiniMax-M3-NVFP4 | MiniMaxAI/MiniMax-M3 | nvidia | 71.01 | high | |
| 97 | Qwen2.5-VL-72B-Instruct | Qwen/Qwen2.5-VL-72B-Instruct | Qwen | 70.3 | medium | MMMU<sub>val</sub> |
| 98 | Qwen2.5-VL-72B-Instruct-GGUF | Qwen/Qwen2.5-VL-72B-Instruct | unsloth | 70.3 | medium | MMMU<sub>val</sub> |
| 99 | QVQ-72B-Preview | Qwen/Qwen2-VL-72B | Qwen | 70.3 | medium | MMMU(val) |
| 100 | Qwen2.5-VL-72B-Instruct-GGUF | Qwen/Qwen2.5-VL-72B-Instruct | Mungert | 70.3 | medium | MMMU<sub>val</sub> |
| 101 | Qwen2.5-VL-72B-Instruct-bnb-4bit | Qwen/Qwen2.5-VL-72B-Instruct | unsloth | 70.3 | medium | MMMU<sub>val</sub> |
| 102 | Qwen2.5-VL-72B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2.5-VL-72B-Instruct | unsloth | 70.3 | medium | MMMU<sub>val</sub> |
| 103 | Qwen2.5-VL-32B-Instruct | Qwen/Qwen2.5-VL-32B-Instruct | Qwen | 70.2 | medium | MMMU |
| 104 | Qwen2.5-VL-32B-Instruct-GGUF | Qwen/Qwen2.5-VL-32B-Instruct | unsloth | 70.2 | medium | MMMU |
| 105 | Qwen2.5-VL-32B-Instruct-bnb-4bit | Qwen/Qwen2.5-VL-32B-Instruct | unsloth | 70.2 | medium | MMMU |
| 106 | Qwen2.5-VL-32B-Instruct-GGUF | Qwen/Qwen2.5-VL-32B-Instruct | Mungert | 70.2 | medium | MMMU |
| 107 | Qwen2.5-VL-32B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2.5-VL-32B-Instruct | unsloth | 70.2 | medium | MMMU |
| 108 | Qwen2.5-VL-32B-Instruct-AWQ | Qwen/Qwen2.5-VL-32B-Instruct | Qwen | 70.0 | high | |
| 109 | glm-4v-9b | zai-org/glm-4v-9b | zai-org | 69.2 | low | |
| 110 | Kimi-VL-A3B-Thinking | moonshotai/Kimi-VL-A3B-Instruct | moonshotai | 69.1 | medium | MMMU (val) (Pass@1) |
| 111 | Eagle2.5-8B | Qwen/Qwen2.5-7B-Instruct | nvidia | 69.1 | medium | MMMU<sub>val</sub> |
| 112 | Kimi-VL-A3B-Thinking-2506 | moonshotai/Kimi-VL-A3B-Instruct | moonshotai | 69.1 | medium | MMMU (val, Pass@1) |
| 113 | NVIDIA-Nemotron-Nano-12B-v2-VL-BF16 | nvidia/NVIDIA-Nemotron-Nano-12B-v2-VL-BF16 | nvidia | 68.0 | medium | MMMU* |
| 114 | Ming-Lite-Uni | inclusionAI/Ming-Lite-Uni | inclusionAI | 67.9 | high | |
| 115 | Qwen2-VL-72B-Instruct-AWQ | Qwen/Qwen2-VL-72B-Instruct | Qwen | 65.44 | high | |
| 116 | Qwen2-VL-72B-Instruct-GPTQ-Int4 | Qwen/Qwen2-VL-72B-Instruct | Qwen | 65.44 | high | |
| 117 | Qwen2-VL-72B-Instruct-GPTQ-Int8 | Qwen/Qwen2-VL-72B-Instruct | Qwen | 65.44 | high | |
| 118 | Mistral-Small-3.1-24B-Instruct-2503 | mistralai/Mistral-Small-3.1-24B-Base-2503 | mistralai | 64.0 | low | |
| 119 | Mistral-Small-3.2-24B-Instruct-2506 | mistralai/Mistral-Small-3.1-24B-Base-2503 | mistralai | 64.0 | low | |
| 120 | Mistral-Small-3.2-24B-Instruct-2506-GGUF | mistralai/Mistral-Small-3.2-24B-Instruct-2506 | unsloth | 64.0 | low | |
| 121 | Mistral-Small-3.2-24B-Instruct-2506-bnb-4bit | mistralai/Mistral-Small-3.2-24B-Instruct-2506 | unsloth | 64.0 | low | |
| 122 | Mistral-Small-3.2-24B-Instruct-2506 | mistralai/Mistral-Small-3.2-24B-Instruct-2506 | unsloth | 64.0 | low | |
| 123 | Mistral-Small-3.1-24B-Instruct-2503-GGUF | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | unsloth | 64.0 | low | |
| 124 | Mistral-Small-3.2-24B-Instruct-2506-unsloth-bnb-4bit | mistralai/Mistral-Small-3.2-24B-Instruct-2506 | unsloth | 64.0 | low | |
| 125 | Mistral-Small-3.1-24B-Instruct-2503-bnb-4bit | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | unsloth | 64.0 | low | |
| 126 | Mistral-Small-3.1-24B-Instruct-2503-unsloth-bnb-4bit | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | unsloth | 64.0 | low | |
| 127 | Mistral-Small-3.1-24B-Instruct-2503 | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | unsloth | 64.0 | low | |
| 128 | Mistral-Small-3.1-24B-Instruct-2503-GGUF | mistralai/Mistral-Small-3.1-24B-Base-2503 | Mungert | 64.0 | low | |
| 129 | Mistral-Small-3.2-24B-Instruct-2506-GGUF | mistralai/Mistral-Small-3.1-24B-Base-2503 | Mungert | 64.0 | low | |
| 130 | Mistral-Small-3.2-24B-Instruct-2506-FP8 | mistralai/Mistral-Small-3.2-24B-Instruct-2506 | unsloth | 64.0 | low | |
| 131 | Pixtral-Large-Instruct-2411 | mistralai/Pixtral-Large-Instruct-2411 | mistralai | 64.0 | low | MathVista (CoT) | MMMU (CoT) | ChartQA (CoT) |
| 132 | MiniMax-VL-01 | MiniMaxAI/MiniMax-VL-01 | MiniMaxAI | 63.5 | medium | MMMU<sup>*</sup> |
| 133 | Mistral-Medium-3.5-128B-NVFP4 | mistralai/Mistral-Medium-3.5-128B | nvidia | 62.79 | high | |
| 134 | Mistral-Small-3.1-24B-Instruct-2503 | mistralai/Mistral-Small-3.1-24B-Base-2503 | mistralai | 59.27 | low | MMLU Pro (5-shot CoT) | GPQA Main (5-shot CoT) |
| 135 | Mistral-Small-3.1-24B-Instruct-2503-GGUF | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | unsloth | 59.27 | low | MMLU Pro (5-shot CoT) | GPQA Main (5-shot CoT) |
| 136 | Mistral-Small-3.1-24B-Base-2503 | mistralai/Mistral-Small-3.1-24B-Base-2503 | mistralai | 59.27 | low | MMLU Pro (5-shot CoT) | GPQA Main (5-shot CoT) |
| 137 | Mistral-Small-3.1-24B-Instruct-2503-bnb-4bit | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | unsloth | 59.27 | low | MMLU Pro (5-shot CoT) | GPQA Main (5-shot CoT) |
| 138 | Mistral-Small-3.1-24B-Instruct-2503-unsloth-bnb-4bit | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | unsloth | 59.27 | low | MMLU Pro (5-shot CoT) | GPQA Main (5-shot CoT) |
| 139 | Mistral-Small-3.1-24B-Instruct-2503 | mistralai/Mistral-Small-3.1-24B-Instruct-2503 | unsloth | 59.27 | low | MMLU Pro (5-shot CoT) | GPQA Main (5-shot CoT) |
| 140 | Mistral-Small-3.1-24B-Instruct-2503-GGUF | mistralai/Mistral-Small-3.1-24B-Base-2503 | Mungert | 59.27 | low | MMLU Pro (5-shot CoT) | GPQA Main (5-shot CoT) |
| 141 | Qwen2.5-Omni-3B | Qwen/Qwen2.5-Omni-3B | Qwen | 59.2 | medium | MMMU<sub>val</sub> |
| 142 | Qwen2.5-Omni-7B | Qwen/Qwen2.5-Omni-7B | Qwen | 59.2 | medium | MMMU<sub>val</sub> |
| 143 | Qwen2.5-Omni-7B-GGUF | Qwen/Qwen2.5-Omni-7B | unsloth | 59.2 | medium | MMMU<sub>val</sub> |
| 144 | Qwen2.5-Omni-3B-GGUF | Qwen/Qwen2.5-Omni-3B | unsloth | 59.2 | medium | MMMU<sub>val</sub> |
| 145 | Qwen2.5-Omni-3B-GGUF | Qwen/Qwen2.5-Omni-3B | Mungert | 59.2 | medium | MMMU<sub>val</sub> |
| 146 | Qwen2.5-Omni-7B | Qwen/Qwen2.5-Omni-7B | unsloth | 59.2 | medium | MMMU<sub>val</sub> |
| 147 | Qwen2.5-Omni-7B-GGUF | Qwen/Qwen2.5-Omni-7B | Mungert | 59.2 | medium | MMMU<sub>val</sub> |
| 148 | Qwen2.5-Omni-3B | Qwen/Qwen2.5-Omni-3B | unsloth | 59.2 | medium | MMMU<sub>val</sub> |
| 149 | Ming-Lite-Omni | inclusionAI/Ling-lite | inclusionAI | 56.3 | medium | MMMU |
| 150 | Qwen2.5-VL-7B-Instruct | Qwen/Qwen2.5-VL-7B-Instruct | Qwen | 56.0 | medium | MMMU<sub>val</sub> |
| 151 | Qwen2.5-VL-7B-Instruct-GGUF | Qwen/Qwen2.5-VL-7B-Instruct | unsloth | 56.0 | medium | MMMU<sub>val</sub> |
| 152 | Qwen2.5-VL-7B-Instruct | Qwen/Qwen2.5-VL-7B-Instruct | unsloth | 56.0 | medium | MMMU<sub>val</sub> |
| 153 | Qwen2.5-VL-7B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2.5-VL-7B-Instruct | unsloth | 56.0 | medium | MMMU<sub>val</sub> |
| 154 | Qwen2.5-VL-7B-Instruct-bnb-4bit | Qwen/Qwen2.5-VL-7B-Instruct | unsloth | 56.0 | medium | MMMU<sub>val</sub> |
| 155 | Qwen2.5-VL-7B-Instruct-GGUF | Qwen/Qwen2.5-VL-7B-Instruct | Mungert | 56.0 | medium | MMMU<sub>val</sub> |
| 156 | Phi-4-multimodal-instruct | microsoft/Phi-4-multimodal-instruct | microsoft | 55.1 | medium | MMMU |
| 157 | Phi-4-multimodal-instruct | microsoft/Phi-4-multimodal-instruct | Lexius | 55.1 | medium | MMMU |
| 158 | MiniMax-VL-01 | MiniMaxAI/MiniMax-VL-01 | MiniMaxAI | 54.5 | medium | MMMU-Pro<sup>*</sup> |
| 159 | diffusiongemma-26B-A4B-it | google/diffusiongemma-26B-A4B-it | google | 54.3 | medium | MMMU Pro |
| 160 | diffusiongemma-26B-A4B-it-GGUF | google/diffusiongemma-26B-A4B-it | unsloth | 54.3 | medium | MMMU Pro |
| 161 | diffusiongemma-26B-A4B-it | google/diffusiongemma-26B-A4B-it | unsloth | 54.3 | medium | MMMU Pro |
| 162 | Qwen2-VL-7B-Instruct-AWQ | Qwen/Qwen2-VL-7B-Instruct | Qwen | 53.77 | high | |
| 163 | Qwen2-VL-7B-Instruct-GPTQ-Int8 | Qwen/Qwen2-VL-7B-Instruct | Qwen | 53.77 | high | |
| 164 | Qwen2-VL-7B-Instruct-GPTQ-Int4 | Qwen/Qwen2-VL-7B-Instruct | Qwen | 53.77 | high | |
| 165 | Qwen2.5-VL-3B-Instruct | Qwen/Qwen2.5-VL-3B-Instruct | Qwen | 52.3 | medium | MMMU<sub>val</sub> |
| 166 | Qwen2.5-VL-3B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2.5-VL-3B-Instruct | unsloth | 52.3 | medium | MMMU<sub>val</sub> |
| 167 | Qwen2.5-VL-3B-Instruct-GGUF | Qwen/Qwen2.5-VL-3B-Instruct | unsloth | 52.3 | medium | MMMU<sub>val</sub> |
| 168 | Qwen2.5-VL-3B-Instruct-GGUF | Qwen/Qwen2.5-VL-3B-Instruct | Mungert | 52.3 | medium | MMMU<sub>val</sub> |
| 169 | Qwen2.5-VL-3B-Instruct-bnb-4bit | Qwen/Qwen2.5-VL-3B-Instruct | unsloth | 52.3 | medium | MMMU<sub>val</sub> |
| 170 | Qwen2.5-VL-3B-Instruct | Qwen/Qwen2.5-VL-3B-Instruct | unsloth | 52.3 | medium | MMMU<sub>val</sub> |
| 171 | Qwen2-VL-7B-Instruct | Qwen/Qwen2-VL-7B | Qwen | 51.8 | medium | MMMU<sub>val</sub> |
| 172 | Qwen2-VL-7B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2-VL-7B-Instruct | unsloth | 51.8 | medium | MMMU<sub>val</sub> |
| 173 | Qwen2-VL-7B-Instruct-bnb-4bit | Qwen/Qwen2-VL-7B-Instruct | unsloth | 51.8 | medium | MMMU<sub>val</sub> |
| 174 | Qwen2-VL-7B-Instruct | Qwen/Qwen2-VL-7B-Instruct | unsloth | 51.8 | medium | MMMU<sub>val</sub> |
| 175 | Kimi-VL-A3B-Thinking-2506 | moonshotai/Kimi-VL-A3B-Instruct | moonshotai | 51.7 | medium | MMMU-Pro (Pass@1) |
| 176 | Qwen2.5-VL-32B-Instruct | Qwen/Qwen2.5-VL-32B-Instruct | Qwen | 51.1 | medium | MMMU Pro |
| 177 | Qwen2.5-VL-32B-Instruct-GGUF | Qwen/Qwen2.5-VL-32B-Instruct | unsloth | 51.1 | medium | MMMU Pro |
| 178 | Qwen2.5-VL-32B-Instruct-bnb-4bit | Qwen/Qwen2.5-VL-32B-Instruct | unsloth | 51.1 | medium | MMMU Pro |
| 179 | Qwen2.5-VL-32B-Instruct-GGUF | Qwen/Qwen2.5-VL-32B-Instruct | Mungert | 51.1 | medium | MMMU Pro |
| 180 | Qwen2.5-VL-32B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2.5-VL-32B-Instruct | unsloth | 51.1 | medium | MMMU Pro |
| 181 | gemma-3-270m | google/gemma-3-270m | google | 48.8 | medium | [MMMU][] (val) |
| 182 | gemma-3-270m-it | google/gemma-3-270m | google | 48.8 | medium | [MMMU][] (val) |
| 183 | gemma-3-270m-it-GGUF | google/gemma-3-270m-it | unsloth | 48.8 | medium | [MMMU][] (val) |
| 184 | gemma-3-270m-it | google/gemma-3-270m-it | unsloth | 48.8 | medium | [MMMU][] (val) |
| 185 | gemma-3-270m-it-unsloth-bnb-4bit | google/gemma-3-270m-it | unsloth | 48.8 | medium | [MMMU][] (val) |
| 186 | gemma-3-270m-it-qat-GGUF | google/gemma-3-270m-it-qat-q4_0-unquantized | unsloth | 48.8 | medium | [MMMU][] (val) |
| 187 | gemma-3-270m | google/gemma-3-270m | unsloth | 48.8 | medium | [MMMU][] (val) |
| 188 | gemma-3-270m-unsloth-bnb-4bit | google/gemma-3-270m-it | unsloth | 48.8 | medium | [MMMU][] (val) |
| 189 | gemma-3-270m-it-qat-q4_0-unquantized | google/gemma-3-270m-it | google | 48.8 | medium | [MMMU][] (val) |
| 190 | gemma-3-270m-it-bnb-4bit | google/gemma-3-270m-it | unsloth | 48.8 | medium | [MMMU][] (val) |
| 191 | gemma-3-270m-it-qat | google/gemma-3-270m-it-qat-q4_0-unquantized | unsloth | 48.8 | medium | [MMMU][] (val) |
| 192 | gemma-3-270m-bnb-4bit | google/gemma-3-270m | unsloth | 48.8 | medium | [MMMU][] (val) |
| 193 | gemma-3-270m-qat-q4_0-unquantized | google/gemma-3-270m | google | 48.8 | medium | [MMMU][] (val) |
| 194 | gemma-3-270m-it-GGUF | google/gemma-3-270m | Mungert | 48.8 | medium | [MMMU][] (val) |
| 195 | gemma-3-270m-it-torchao-FP8 | google/gemma-3-270m-it | unsloth | 48.8 | medium | [MMMU][] (val) |
| 196 | Llama-3.1-Nemotron-Nano-VL-8B-V1 | nvidia/Llama-3.1-Nemotron-Nano-VL-8B-V1 | nvidia | 48.2 | medium | MMMU Val with chatGPT as a judge |
| 197 | Pixtral-12B-2409 | mistralai/Pixtral-12B-Base-2409 | mistralai | 47.6 | medium | **MMMU** *(CoT)* |
| 198 | Ming-Lite-Omni | inclusionAI/Ling-lite | inclusionAI | 46.3 | medium | Video-MMMU |
| 199 | LFM2.5-VL-1.6B-GGUF | LiquidAI/LFM2.5-VL-1.6B | unsloth | 40.56 | low | |
| 200 | Phi-3-vision-128k-instruct | microsoft/Phi-3-vision-128k-instruct | microsoft | 40.4 | medium | MMMU |
| 201 | gemma-3-1b-it | google/gemma-3-1b-pt | google | 39.2 | medium | [MMMU][] (pt) |
| 202 | gemma-3-4b-it | google/gemma-3-4b-pt | google | 39.2 | medium | [MMMU][] (pt) |
| 203 | gemma-3-270m | google/gemma-3-270m | google | 39.2 | medium | [MMMU][] (pt) |
| 204 | gemma-3-12b-it | google/gemma-3-12b-pt | google | 39.2 | medium | [MMMU][] (pt) |
| 205 | gemma-3-27b-it | google/gemma-3-27b-pt | google | 39.2 | medium | [MMMU][] (pt) |
| 206 | gemma-3-270m-it | google/gemma-3-270m | google | 39.2 | medium | [MMMU][] (pt) |
| 207 | gemma-3-4b-it | google/gemma-3-4b-it | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 208 | gemma-3-1b-it-GGUF | google/gemma-3-1b-it | ggml-org | 39.2 | medium | [MMMU][] (pt) |
| 209 | gemma-3-12b-it-qat-q4_0-unquantized | google/gemma-3-12b-it | google | 39.2 | medium | [MMMU][] (pt) |
| 210 | gemma-3-1b-it | google/gemma-3-1b-it | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 211 | gemma-3-270m-it-GGUF | google/gemma-3-270m-it | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 212 | gemma-3-12b-it-GGUF | google/gemma-3-12b-it | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 213 | gemma-3-4b-pt | google/gemma-3-4b-pt | google | 39.2 | medium | [MMMU][] (pt) |
| 214 | gemma-3-12b-it-qat-GGUF | google/gemma-3-12b-it-qat-q4_0-unquantized | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 215 | gemma-3-27b-it | google/gemma-3-27b-it | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 216 | gemma-3-1b-pt | google/gemma-3-1b-pt | google | 39.2 | medium | [MMMU][] (pt) |
| 217 | gemma-3-4b-it-GGUF | google/gemma-3-4b-it | ggml-org | 39.2 | medium | [MMMU][] (pt) |
| 218 | gemma-3-4b-it-GGUF | google/gemma-3-4b-it | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 219 | gemma-3-1b-it-GGUF | google/gemma-3-1b-it | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 220 | gemma-3-12b-pt | google/gemma-3-12b | google | 39.2 | medium | [MMMU][] (pt) |
| 221 | gemma-3-12b-it-unsloth-bnb-4bit | google/gemma-3-12b-it | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 222 | gemma-3-4b-it-unsloth-bnb-4bit | google/gemma-3-4b-it | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 223 | gemma-3-12b-it | google/gemma-3-12b-pt | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 224 | gemma-3-270m-it | google/gemma-3-270m-it | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 225 | gemma-3-27b-it-GGUF | google/gemma-3-27b-it | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 226 | gemma-3-1b-it-unsloth-bnb-4bit | google/gemma-3-1b-it | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 227 | gemma-3-4b-it-bnb-4bit | google/gemma-3-4b-it | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 228 | gemma-3-4b-pt | google/gemma-3-4b-pt | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 229 | gemma-3-27b-pt | google/gemma-3-27b-pt | google | 39.2 | medium | [MMMU][] (pt) |
| 230 | gemma-3-12b-it-bnb-4bit | google/gemma-3-12b-it | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 231 | gemma-3-270m-it-unsloth-bnb-4bit | google/gemma-3-270m-it | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 232 | gemma-3-27b-it-GGUF | google/gemma-3-27b-it | ggml-org | 39.2 | medium | [MMMU][] (pt) |
| 233 | gemma-3-12b-pt | google/gemma-3-12b-pt | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 234 | gemma-3-27b-it-bnb-4bit | google/gemma-3-27b-it | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 235 | gemma-3-27b-it-unsloth-bnb-4bit | google/gemma-3-27b-it | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 236 | gemma-3-1b-pt | google/gemma-3-1b-pt | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 237 | gemma-3-12b-it-GGUF | google/gemma-3-12b-it | ggml-org | 39.2 | medium | [MMMU][] (pt) |
| 238 | gemma-3-4b-it-qat-GGUF | google/gemma-3-4b-it-qat-q4_0-unquantized | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 239 | gemma-3-270m-it-qat-GGUF | google/gemma-3-270m-it-qat-q4_0-unquantized | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 240 | gemma-3-12b-it-qat-bnb-4bit | google/gemma-3-12b-it-qat-q4_0-unquantized | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 241 | gemma-3-270m | google/gemma-3-270m | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 242 | gemma-3-12b-it-qat-int4-GGUF | google/gemma-3-12b-it-qat-int4-unquantized | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 243 | gemma-3-4b-it-qat-q4_0-gguf | google/gemma-3-4b-it | google | 39.2 | medium | [MMMU][] (pt) |
| 244 | gemma-3-4b-it-qat-q4_0-unquantized | google/gemma-3-4b-it | google | 39.2 | medium | [MMMU][] (pt) |
| 245 | gemma-3-4b-pt-bnb-4bit | google/gemma-3-4b-pt | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 246 | gemma-3-27b-it-qat-GGUF | google/gemma-3-27b-it-qat-q4_0-unquantized | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 247 | gemma-3-12b-it-qat-q4_0-gguf | google/gemma-3-12b-it | google | 39.2 | medium | [MMMU][] (pt) |
| 248 | gemma-3-1b-it-bnb-4bit | google/gemma-3-1b-it | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 249 | gemma-3-1b-it-qat-q4_0-gguf | google/gemma-3-1b-it | google | 39.2 | medium | [MMMU][] (pt) |
| 250 | gemma-3-4b-pt-unsloth-bnb-4bit | google/gemma-3-4b-pt | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 251 | gemma-3-270m-unsloth-bnb-4bit | google/gemma-3-270m-it | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 252 | gemma-3-12b-it-qat | google/gemma-3-12b-it-qat-q4_0-unquantized | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 253 | gemma-3-1b-pt-unsloth-bnb-4bit | google/gemma-3-1b-pt | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 254 | gemma-3-4b-it-FP8-Dynamic | google/gemma-3-4b-it | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 255 | gemma-3-270m-it-qat-q4_0-unquantized | google/gemma-3-270m-it | google | 39.2 | medium | [MMMU][] (pt) |
| 256 | gemma-3-12b-pt-bnb-4bit | google/gemma-3-12b-pt | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 257 | gemma-3-12b-it-qat-int4-unquantized | google/gemma-3-12b-it | google | 39.2 | medium | [MMMU][] (pt) |
| 258 | gemma-3-27b-it-GGUF | google/gemma-3-27b-pt | Mungert | 39.2 | medium | [MMMU][] (pt) |
| 259 | gemma-3-27b-it-qat-q4_0-unquantized | google/gemma-3-27b-it | google | 39.2 | medium | [MMMU][] (pt) |
| 260 | gemma-3-12b-pt-unsloth-bnb-4bit | google/gemma-3-12b-pt | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 261 | gemma-3-270m-it-bnb-4bit | google/gemma-3-270m-it | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 262 | gemma-3-27b-it-qat-q4_0-gguf | google/gemma-3-27b-it | google | 39.2 | medium | [MMMU][] (pt) |
| 263 | gemma-3-27b-it-qat-q4_0-GGUF | google/gemma-3-27b-it | Mungert | 39.2 | medium | [MMMU][] (pt) |
| 264 | gemma-3-270m-it-qat | google/gemma-3-270m-it-qat-q4_0-unquantized | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 265 | gemma-3-4b-it-qat-bnb-4bit | google/gemma-3-4b-it-qat-q4_0-unquantized | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 266 | gemma-3-1b-pt-bnb-4bit | google/gemma-3-1b-pt | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 267 | gemma-3-27b-pt | google/gemma-3-27b-pt | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 268 | gemma-3-12b-it-FP8-Dynamic | google/gemma-3-12b-pt | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 269 | gemma-3-270m-bnb-4bit | google/gemma-3-270m | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 270 | gemma-3-1b-it-qat-int4-unquantized | google/gemma-3-1b-it | google | 39.2 | medium | [MMMU][] (pt) |
| 271 | gemma-3-27b-pt-bnb-4bit | google/gemma-3-27b-pt | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 272 | gemma-3-12b-it-qat-unsloth-bnb-4bit | google/gemma-3-12b-it-qat-q4_0-unquantized | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 273 | gemma-3-270m-qat-q4_0-unquantized | google/gemma-3-270m | google | 39.2 | medium | [MMMU][] (pt) |
| 274 | gemma-3-12b-pt-qat-q4_0-gguf | google/gemma-3-12b-pt | google | 39.2 | medium | [MMMU][] (pt) |
| 275 | gemma-3-270m-it-GGUF | google/gemma-3-270m | Mungert | 39.2 | medium | [MMMU][] (pt) |
| 276 | gemma-3-4b-it-qat | google/gemma-3-4b-it-qat-q4_0-unquantized | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 277 | gemma-3-270m-it-torchao-FP8 | google/gemma-3-270m-it | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 278 | gemma-3-1b-it-qat-q4_0-unquantized | google/gemma-3-1b-it | google | 39.2 | medium | [MMMU][] (pt) |
| 279 | gemma-3-1b-it-qat | google/gemma-3-1b-it-qat-q4_0-unquantized | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 280 | gemma-3-27b-it-qat | google/gemma-3-27b-it-qat-q4_0-unquantized | unsloth | 39.2 | medium | [MMMU][] (pt) |
| 281 | gemma-3-4b-pt-qat-q4_0-gguf | google/gemma-3-4b-pt | google | 39.2 | medium | [MMMU][] (pt) |
| 282 | SmolVLM-Instruct-GGUF | HuggingFaceTB/SmolLM2-1.7B-Instruct | Mungert | 38.8 | high | |
| 283 | Phi-4-multimodal-instruct | microsoft/Phi-4-multimodal-instruct | microsoft | 38.5 | medium | MMMU-Pro (std/vision) |
| 284 | Phi-4-multimodal-instruct | microsoft/Phi-4-multimodal-instruct | Lexius | 38.5 | medium | MMMU-Pro (std/vision) |
| 285 | cogvlm2-llama3-chat-19B | zai-org/cogvlm2-llama3-chat-19B | zai-org | 37.3 | low | Open Source |
| 286 | cogvlm2-llama3-chinese-chat-19B | zai-org/cogvlm2-llama3-chinese-chat-19B | zai-org | 37.3 | low | Open Source |
| 287 | cogvlm2-llama3-chat-19B-int4 | zai-org/cogvlm2-llama3-chat-19B | zai-org | 37.3 | low | Open Source |
| 288 | Qwen2.5-Omni-3B | Qwen/Qwen2.5-Omni-3B | Qwen | 36.6 | medium | MMMU-Pro<sub>overall</sub> |
| 289 | Qwen2.5-Omni-7B | Qwen/Qwen2.5-Omni-7B | Qwen | 36.6 | medium | MMMU-Pro<sub>overall</sub> |
| 290 | Qwen2.5-Omni-7B-GGUF | Qwen/Qwen2.5-Omni-7B | unsloth | 36.6 | medium | MMMU-Pro<sub>overall</sub> |
| 291 | Qwen2.5-Omni-3B-GGUF | Qwen/Qwen2.5-Omni-3B | unsloth | 36.6 | medium | MMMU-Pro<sub>overall</sub> |
| 292 | Qwen2.5-Omni-3B-GGUF | Qwen/Qwen2.5-Omni-3B | Mungert | 36.6 | medium | MMMU-Pro<sub>overall</sub> |
| 293 | Qwen2.5-Omni-7B | Qwen/Qwen2.5-Omni-7B | unsloth | 36.6 | medium | MMMU-Pro<sub>overall</sub> |
| 294 | Qwen2.5-Omni-7B-GGUF | Qwen/Qwen2.5-Omni-7B | Mungert | 36.6 | medium | MMMU-Pro<sub>overall</sub> |
| 295 | Qwen2.5-Omni-3B | Qwen/Qwen2.5-Omni-3B | unsloth | 36.6 | medium | MMMU-Pro<sub>overall</sub> |
| 296 | Qwen2-VL-2B-Instruct | Qwen/Qwen2-VL-2B | Qwen | 36.3 | medium | MMMU<sub>val</sub> |
| 297 | Qwen2-VL-2B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2-VL-2B-Instruct | unsloth | 36.3 | medium | MMMU<sub>val</sub> |
| 298 | Qwen2-VL-2B-Instruct-bnb-4bit | Qwen/Qwen2-VL-2B-Instruct | unsloth | 36.3 | medium | MMMU<sub>val</sub> |
| 299 | Qwen2-VL-2B-Instruct | Qwen/Qwen2-VL-2B-Instruct | unsloth | 36.3 | medium | MMMU<sub>val</sub> |
| 300 | Qwen2-VL-72B-Instruct-bnb-4bit | Qwen/Qwen2-VL-72B-Instruct | unsloth | 36.3 | medium | MMMU<sub>val</sub> |
| 301 | Qwen2-VL-72B-Instruct | Qwen/Qwen2-VL-72B-Instruct | unsloth | 36.3 | medium | MMMU<sub>val</sub> |
| 302 | Perception-LM-1B | facebook/Perception-LM-1B | facebook | 34.8 | low | |
| 303 | Perception-LM-8B | facebook/Perception-LM-8B | facebook | 34.8 | low | |
| 304 | Qwen2.5-VL-7B-Instruct | Qwen/Qwen2.5-VL-7B-Instruct | Qwen | 34.3 | medium | MMMU-Pro<sub>val</sub> |
| 305 | Qwen2.5-VL-7B-Instruct-GGUF | Qwen/Qwen2.5-VL-7B-Instruct | unsloth | 34.3 | medium | MMMU-Pro<sub>val</sub> |
| 306 | Qwen2.5-VL-7B-Instruct | Qwen/Qwen2.5-VL-7B-Instruct | unsloth | 34.3 | medium | MMMU-Pro<sub>val</sub> |
| 307 | Qwen2.5-VL-7B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2.5-VL-7B-Instruct | unsloth | 34.3 | medium | MMMU-Pro<sub>val</sub> |
| 308 | Qwen2.5-VL-7B-Instruct-bnb-4bit | Qwen/Qwen2.5-VL-7B-Instruct | unsloth | 34.3 | medium | MMMU-Pro<sub>val</sub> |
| 309 | Qwen2.5-VL-7B-Instruct-GGUF | Qwen/Qwen2.5-VL-7B-Instruct | Mungert | 34.3 | medium | MMMU-Pro<sub>val</sub> |
| 310 | Qwen2.5-VL-3B-Instruct | Qwen/Qwen2.5-VL-3B-Instruct | Qwen | 32.7 | medium | MMMU-Pro<sub>val</sub> |
| 311 | Qwen2.5-VL-3B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2.5-VL-3B-Instruct | unsloth | 32.7 | medium | MMMU-Pro<sub>val</sub> |
| 312 | Qwen2.5-VL-3B-Instruct-GGUF | Qwen/Qwen2.5-VL-3B-Instruct | unsloth | 32.7 | medium | MMMU-Pro<sub>val</sub> |
| 313 | Qwen2.5-VL-3B-Instruct-GGUF | Qwen/Qwen2.5-VL-3B-Instruct | Mungert | 32.7 | medium | MMMU-Pro<sub>val</sub> |
| 314 | Qwen2.5-VL-3B-Instruct-bnb-4bit | Qwen/Qwen2.5-VL-3B-Instruct | unsloth | 32.7 | medium | MMMU-Pro<sub>val</sub> |
| 315 | Qwen2.5-VL-3B-Instruct | Qwen/Qwen2.5-VL-3B-Instruct | unsloth | 32.7 | medium | MMMU-Pro<sub>val</sub> |
| 316 | granite-vision-3.2-2b | ibm-granite/granite-vision-3.2-2b | unsloth | 32.0 | medium | MMMU |
| 317 | Eagle2-1B | google/paligemma-3b-mix-448 | nvidia | 31.4 | medium | MMMU<sub>val</sub> |
| 318 | Eagle2-1B-GGUF | google/paligemma-3b-mix-448 | Mungert | 31.4 | medium | MMMU<sub>val</sub> |
| 319 | SmolVLM-256M-Instruct-GGUF | HuggingFaceTB/SmolLM2-135M-Instruct | Mungert | 28.3 | high | |
| 320 | t5gemma-2-270m-270m | google/t5gemma-2-270m-270m | google | 22.7 | medium | [MMMU] (pt) |
| 321 | t5gemma-2-4b-4b | google/t5gemma-2-4b-4b | google | 22.7 | medium | [MMMU] (pt) |
| 322 | t5gemma-2-1b-1b | google/t5gemma-2-1b-1b | google | 22.7 | medium | [MMMU] (pt) |
| 323 | Nemotron-3.5-Content-Safety | nvidia/Nemotron-3.5-Content-Safety | nvidia | 3.0 | medium | MMMU |
| 324 | Nemotron-3-Content-Safety | google/gemma-3-4b-it | nvidia | 2.3 | medium | MMMU |