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Knowledge-based Visual Question Answering on Knowledge Benchmarks

48.2Average ScoreJARVIS
41.12842.96444.846.636Dec 17, 2025

Evaluation results

MethodLinks
JARVISLLM=Qwen2-7B, Visual Encoder=SigLIP2 ViT-L2025.1248.2
JARVISLLM=Qwen2-7B, Visual Encoder=CLIP ViT-L2025.1247.7
LLaVALLM=Qwen2-7B, Visual Encoder=SigLIP2 ViT-L2025.1247.4
LLaVALLM=Qwen2-7B, Visual Encoder=CLIP ViT-L2025.1246.7
LLaVALLM=LLaMA-3.2-3B, Visual Encoder=CLIP ViT-L2025.1244.7
JARVISLLM=LLaMA-3.2-3B, Visual Encoder=CLIP ViT-L2025.1244.3
LLaVALLM=Ministral-8B, Visual Encoder=CLIP ViT-L2025.1242.2
JARVISLLM=Ministral-8B, Visual Encoder=CLIP ViT-L2025.1242.2
LLaVALLM=Gemma2-2B, Visual Encoder=CLIP ViT-L2025.1242
JARVISLLM=Gemma2-2B, Visual Encoder=CLIP ViT-L2025.1241.9
JARVISLLM=Vicuna-7B, Visual Encoder=CLIP ViT-L2025.1241.6
LLaVALLM=Vicuna-7B, Visual Encoder=CLIP ViT-L2025.1241.4