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ResearchFormerly WizWand

Image Classification on CRC100k

95.13Task Utilityclean RAG
9.0731.412553.75576.0975May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
clean RAGModel=GPT-4o, Retriever=clean RAG, Top-K=12026.0595.13
clean RAGModel=GPT-5, Retriever=clean RAG, Top-K=12026.0595.13
LIARModel=GPT-4o, Retriever=SigLIP, Top-K=12026.0591.41
LIARModel=GPT-5, Retriever=SigLIP, Top-K=12026.0591.41
clean RAGModel=Gemini-2.5, Retriever=clean RAG, Top-K=12026.0587.84
M3AttModel=GPT-4o, Retriever=SigLIP, Top-K=12026.0585.82
M3AttModel=GPT-5, Retriever=SigLIP, Top-K=12026.0585.82
LIARModel=Gemini-2.5, Retriever=SigLIP, Top-K=12026.0584.98
M3AttModel=Gemini-2.5, Retriever=SigLIP, Top-K=12026.0580.61
clean RAGModel=Claude-4.5, Retriever=clean RAG, Top-K=12026.0565.95
LIARModel=Claude-4.5, Retriever=SigLIP, Top-K=12026.0563.42
M3AttModel=Claude-4.5, Retriever=SigLIP, Top-K=12026.0559.58
w/o RAGModel=Gemini-2.5, Retriever=w/o RAG, Top-K=12026.0554.29
clean RAGModel=LLaVA-Med, Retriever=clean RAG, Top-K=12026.0548.94
LIARModel=LLaVA-Med, Retriever=SigLIP, Top-K=12026.0548.07
w/o RAGModel=GPT-4o, Retriever=w/o RAG, Top-K=12026.0546.66
M3AttModel=LLaVA-Med, Retriever=SigLIP, Top-K=12026.0546.61
w/o RAGModel=GPT-5, Retriever=w/o RAG, Top-K=12026.0545.39
w/o RAGModel=LLaVA-Med, Retriever=w/o RAG, Top-K=12026.0521.27
w/o RAGModel=Claude-4.5, Retriever=w/o RAG, Top-K=12026.0512.38