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Knowledge-based Vision-Language Understanding on Knowledge

48.1Average ScoreOurs w/o Masking
41.02842.86444.746.536Dec 17, 2025

Evaluation results

MethodLinks
Ours w/o MaskingLLM=Qwen2-7B2025.1248.1
JARVISLLM=Qwen2-7B2025.1247.7
VIRALLLM=Qwen2-7B2025.1247.2
LLaVALLM=Qwen2-7B2025.1246.7
VIRALLLM=Vicuna-7B2025.1242.6
JARVISLLM=Vicuna-7B2025.1241.6
LLaVALLM=Vicuna-7B2025.1241.4
Ours w/o MaskingLLM=Vicuna-7B2025.1241.3