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ResearchFormerly WizWand

Visual Question Answering on E-VQA All

39.5AccuracyCgRAG
10.918.32525.7533.175May 5, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CgRAGLLM/MLLM=InternVL3-8B, Retriever=EVA-CLIP-8B, Feature=V+T2026.0539.5
VLM-PRF w/ RLLLM/MLLM=InternVL3-8B, Retriever=EVA-CLIP-8B, Feature=V+T2026.0539.2
CgRAGLLM/MLLM=LLaVA-NeXT-8B, Retriever=EVA-CLIP-8B, Feature=V+T2026.0539.2
CgRAGLLM/MLLM=LLaVA-NeXT-7B, Retriever=EVA-CLIP-8B, Feature=V+T2026.0539
CgRAGLLM/MLLM=Qwen2.5-VL-7B, Retriever=EVA-CLIP-8B, Feature=V+T2026.0538.6
CgRAGLLM/MLLM=Qwen2-VL-7B, Retriever=EVA-CLIP-8B, Feature=V+T2026.0538.3
MMKB-RAGLLM/MLLM=Qwen2-VL-7B, Retriever=EVA-CLIP-8B, Feature=V2026.0535.9
ReflectiVALLM/MLLM=LLaMA-3.1-8B, Retriever=EVA-CLIP-8B, Feature=V2026.0535.5
VLM-PRFLLM/MLLM=Qwen2.5-VL-7B, Retriever=EVA-CLIP-8B, Feature=V+T2026.0528.6
GPT-4VMode=Zero-shot MLLMs2026.0528
EchoSightLLM/MLLM=LLaMA-3.1-8B, Retriever=EVA-CLIP-8B, Feature=V2026.0524.9
LLaVA-NeXT-8BMode=Zero-shot MLLMs2026.0521.4
LLaVA-NeXT-7BMode=Zero-shot MLLMs2026.0520.8
Qwen2.5-VL-7BMode=Zero-shot MLLMs2026.0520.3
Wiki-LLaVALLM/MLLM=Vicuna-7B, Retriever=CLIP ViT-L/14 + Contriever, Feature=T2026.0520.3
RORA-VLMLLM/MLLM=Vicuna-7B, Retriever=CLIP + Google Search, Feature=V2026.0520.3
Qwen2.5-VL-3BMode=Zero-shot MLLMs2026.0519.6
Wiki-LLaVALLM/MLLM=LLaMA-3.1-8B, Retriever=CLIP ViT-L/14 + Contriever, Feature=T2026.0519.6
Qwen2-VL-7BMode=Zero-shot MLLMs2026.0517
LLaVA-1.5LLM/MLLM=LLaMA-3.1-8B, Mode=Zero-shot MLLMs2026.0516.9
LLaVA-1.5LLM/MLLM=Vicuna-7B, Mode=Zero-shot MLLMs2026.0516.9
BLIP-2LLM/MLLM=Flan-T5XL, Mode=Zero-shot MLLMs2026.0512.4
InstructBLIPLLM/MLLM=Flan-T5XL, Mode=Zero-shot MLLMs2026.0512