Multimodal Understanding on MME-RealWorld English
59.9AccuracyMiMo-VL-Miloco-7B
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MiMo-VL-Miloco-7BChain-of-thought reasoning=false2025.12 | 59.9 | — | |
| MiMo-VL-7B-SFT-2508Chain-of-thought reasoning=false2025.12 | 59.7 | — | |
| Full PrecModel Backbone=Qwen2.5-VL-7B-Instruct, Quantization Method=Full Precision, Quantization Bit-width/Group-size=None, Zero-shot=true2025.08 | 58.55 | — | |
| VLMQModel Backbone=Qwen2.5-VL-7B-Instruct, Quantization Method=VLMQ, Quantization Bit-width/Group-size=INT3g128, Zero-shot=true2025.08 | 58.32 | — | |
| GPTQModel Backbone=Qwen2.5-VL-7B-Instruct, Quantization Method=GPTQ, Quantization Bit-width/Group-size=INT3g128, Zero-shot=true2025.08 | 58.24 | — | |
| Qwen2.5-VL-7BChain-of-thought reasoning=false2025.12 | 57.4 | — | |
| Full PrecModel Backbone=LLaVA-OneVision-7B, Quantization Method=Full Precision, Quantization Bit-width/Group-size=None, Zero-shot=true2025.08 | 57.39 | — | |
| VLMQModel Backbone=Qwen2-VL-7B-Instruct, Quantization Method=VLMQ, Quantization Bit-width/Group-size=INT3g128, Zero-shot=true2025.08 | 57.34 | — | |
| Full PrecModel Backbone=Qwen2-VL-7B-Instruct, Quantization Method=Full Precision, Quantization Bit-width/Group-size=None, Zero-shot=true2025.08 | 57.3 | — | |
| MBQModel Backbone=Qwen2-VL-7B-Instruct, Quantization Method=MBQ, Quantization Bit-width/Group-size=INT3g128, Zero-shot=true2025.08 | 56.79 | — | |
| AWQModel Backbone=Qwen2-VL-7B-Instruct, Quantization Method=AWQ, Quantization Bit-width/Group-size=INT3g128, Zero-shot=true2025.08 | 56.72 | — | |
| GPTAQModel Backbone=Qwen2.5-VL-7B-Instruct, Quantization Method=GPTAQ, Quantization Bit-width/Group-size=INT3g128, Zero-shot=true2025.08 | 56.32 | — | |
| InternVL3-8BChain-of-thought reasoning=false2025.12 | 56.1 | — | |
| GPTAQModel Backbone=Qwen2-VL-7B-Instruct, Quantization Method=GPTAQ, Quantization Bit-width/Group-size=INT3g128, Zero-shot=true2025.08 | 55.83 | — | |
| GPTQModel Backbone=LLaVA-OneVision-7B, Quantization Method=GPTQ, Quantization Bit-width/Group-size=INT3g128, Zero-shot=true2025.08 | 55.2 | — | |
| GPTAQModel Backbone=LLaVA-OneVision-7B, Quantization Method=GPTAQ, Quantization Bit-width/Group-size=INT3g128, Zero-shot=true2025.08 | 54.82 | — | |
| GPTQModel Backbone=Qwen2-VL-7B-Instruct, Quantization Method=GPTQ, Quantization Bit-width/Group-size=INT3g128, Zero-shot=true2025.08 | 54.47 | — | |
| VLMQModel Backbone=LLaVA-OneVision-7B, Quantization Method=VLMQ, Quantization Bit-width/Group-size=INT3g128, Zero-shot=true2025.08 | 54.26 | — | |
| Gemma-3-27B-ITChain-of-thought reasoning=false2025.12 | 51.9 | — | |
| GPTAQModel Backbone=Qwen2-VL-2B-Instruct, Quantization Method=GPTAQ, Quantization Bit-width/Group-size=INT3g128, Zero-shot=true2025.08 | 44.12 | — | |
| Full PrecModel Backbone=Qwen2-VL-2B-Instruct, Quantization Method=Full Precision, Quantization Bit-width/Group-size=None, Zero-shot=true2025.08 | 40.27 | — | |
| GPTQModel Backbone=Qwen2-VL-2B-Instruct, Quantization Method=GPTQ, Quantization Bit-width/Group-size=INT3g128, Zero-shot=true2025.08 | 37.8 | — | |
| VLMQModel Backbone=Qwen2-VL-2B-Instruct, Quantization Method=VLMQ, Quantization Bit-width/Group-size=INT3g128, Zero-shot=true2025.08 | 37.75 | — | |
| AWQModel Backbone=Qwen2-VL-2B-Instruct, Quantization Method=AWQ, Quantization Bit-width/Group-size=INT3g128, Zero-shot=true2025.08 | 30.56 | — | |
| MBQModel Backbone=Qwen2-VL-2B-Instruct, Quantization Method=MBQ, Quantization Bit-width/Group-size=INT3g128, Zero-shot=true2025.08 | 28.96 | — | |
| Innovator-VLvariant=8B-Instruct, parameters=8B2026.01 | — | 63.7 | |
| Innovator-VLvariant=8B-Thinking, parameters=8B2026.01 | — | 63.04 | |
| Intern-S1variant=mini, parameters=9B2026.01 | — | 56.39 | |
| InternVL3.5parameters=8B2026.01 | — | 62.54 | |
| LLaVA-OVversion=1.5, parameters=8B2026.01 | — | 61.57 | |
| MiMo-VLtraining=7B-SFT, parameters=7B2026.01 | — | 57.47 | |
| MiMo-VLtraining=7B-RL, parameters=7B2026.01 | — | 59.55 | |
| MiniCPM-Vversion=4.5, parameters=8B2026.01 | — | 60.94 | |
| Qwen3-VLparameters=8B2026.01 | — | 63.29 |