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Question Answering on MLLMU-Bench Real-world 1.0

78.3AccuracyNPO
52.61259.28165.9572.619Dec 12, 2025

Evaluation results

MethodLinks
NPOBackbone=Qwen2-VL-7B2025.1278.3
GABackbone=Qwen2-VL-7B2025.1277.8
VanillaBackbone=Qwen2-VL-7B2025.1277.5
Visual Knowledge DistillationBackbone=Qwen2-VL-7B2025.1277.4
MMUBackbone=Qwen2-VL-7B2025.1277.3
KL MinBackbone=Qwen2-VL-7B2025.1277.1
GA DiffBackbone=Qwen2-VL-7B2025.1277
MANUBackbone=Qwen2-VL-7B2025.1276.2
GABackbone=LLaVA-1.5-7B2025.1255
NPOBackbone=LLaVA-1.5-7B2025.1255
VanillaBackbone=LLaVA-1.5-7B2025.1254.9
MMUBackbone=LLaVA-1.5-7B2025.1254.9
Visual Knowledge DistillationBackbone=LLaVA-1.5-7B2025.1254.9
MANUBackbone=LLaVA-1.5-7B2025.1254.8
KL MinBackbone=LLaVA-1.5-7B2025.1254.6
GA DiffBackbone=LLaVA-1.5-7B2025.1253.6