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Visual Question Answering on INFOSEEK Unseen-E

42.1AccuracyVLM-PRF w/ RL
6.01215.38124.7534.119May 5, 2026
Updated 5mo ago

Evaluation results

MethodLinks
VLM-PRF w/ RLLLM/MLLM=InternVL3-8B, Retriever=EVA-CLIP-8B, Feature=V+T2026.0542.1
CgRAGLLM/MLLM=InternVL3-8B, Retriever=EVA-CLIP-8B, Feature=V+T2026.0542
CgRAGLLM/MLLM=LLaVA-NeXT-8B, Retriever=EVA-CLIP-8B, Feature=V+T2026.0540.9
CgRAGLLM/MLLM=LLaVA-NeXT-7B, Retriever=EVA-CLIP-8B, Feature=V+T2026.0540.5
CgRAGLLM/MLLM=Qwen2.5-VL-7B, Retriever=EVA-CLIP-8B, Feature=V+T2026.0539.5
VLM-PRFLLM/MLLM=Qwen2.5-VL-7B, Retriever=EVA-CLIP-8B, Feature=V+T2026.0539.4
CgRAGLLM/MLLM=Qwen2-VL-7B, Retriever=EVA-CLIP-8B, Feature=V+T2026.0539.2
MMKB-RAGLLM/MLLM=Qwen2-VL-7B, Retriever=EVA-CLIP-8B, Feature=V2026.0536.3
ReflectiVALLM/MLLM=LLaMA-3.1-8B, Retriever=EVA-CLIP-8B, Feature=V2026.0528.1
Wiki-LLaVALLM/MLLM=Vicuna-7B, Retriever=CLIP ViT-L/14 + Contriever, Feature=T2026.0527.8
RORA-VLMLLM/MLLM=Vicuna-7B, Retriever=CLIP + Google Search, Feature=V2026.0527.3
Wiki-LLaVALLM/MLLM=LLaMA-3.1-8B, Retriever=CLIP ViT-L/14 + Contriever, Feature=T2026.0525.7
LLaVA-NeXT-8BMode=Zero-shot MLLMs2026.0524
Qwen2.5-VL-7BMode=Zero-shot MLLMs2026.0524
LLaVA-NeXT-7BMode=Zero-shot MLLMs2026.0523.4
Qwen2.5-VL-3BMode=Zero-shot MLLMs2026.0521.7
EchoSightLLM/MLLM=LLaMA-3.1-8B, Retriever=EVA-CLIP-8B, Feature=V2026.0519.8
Qwen2-VL-7BMode=Zero-shot MLLMs2026.0516.8
GPT-4VMode=Zero-shot MLLMs2026.0514.3
BLIP-2LLM/MLLM=Flan-T5XL, Mode=Zero-shot MLLMs2026.0512.3
LLaVA-1.5LLM/MLLM=Vicuna-7B, Mode=Zero-shot MLLMs2026.059.4
LLaVA-1.5LLM/MLLM=LLaMA-3.1-8B, Mode=Zero-shot MLLMs2026.058.9
InstructBLIPLLM/MLLM=Flan-T5XL, Mode=Zero-shot MLLMs2026.057.4