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ResearchFormerly WizWand

Image Classification on MHIST (Task Utility %)

78.03Task Utilityclean RAG
-3.121217.946939.01560.0831May 11, 2026
Updated 6mo ago

Evaluation results

MethodLinks
clean RAGModel=LLaVA-Med, Retriever=clean RAG, Top-K=12026.0578.03
clean RAGModel=GPT-4o, Retriever=clean RAG, Top-K=12026.0574.36
LIARModel=LLaVA-Med, Retriever=SigLIP, Top-K=12026.0571.34
clean RAGModel=Claude-4.5, Retriever=clean RAG, Top-K=12026.0570.7
clean RAGModel=GPT-5, Retriever=clean RAG, Top-K=12026.0567.03
M3AttModel=LLaVA-Med, Retriever=SigLIP, Top-K=12026.0565.63
LIARModel=GPT-4o, Retriever=SigLIP, Top-K=12026.0563.06
LIARModel=GPT-5, Retriever=SigLIP, Top-K=12026.0560.46
LIARModel=Claude-4.5, Retriever=SigLIP, Top-K=12026.0560.21
M3AttModel=GPT-4o, Retriever=SigLIP, Top-K=12026.0555.49
M3AttModel=GPT-5, Retriever=SigLIP, Top-K=12026.0555.4
M3AttModel=Claude-4.5, Retriever=SigLIP, Top-K=12026.0552.97
w/o RAGModel=LLaVA-Med, Retriever=w/o RAG, Top-K=12026.0537.14
w/o RAGModel=GPT-5, Retriever=w/o RAG, Top-K=12026.0531.43
w/o RAGModel=GPT-4o, Retriever=w/o RAG, Top-K=12026.0512.14
w/o RAGModel=Gemini-2.5, Retriever=w/o RAG, Top-K=12026.0512.14
w/o RAGModel=Claude-4.5, Retriever=w/o RAG, Top-K=12026.0512.14
clean RAGModel=Gemini-2.5, Retriever=clean RAG, Top-K=12026.050
LIARModel=Gemini-2.5, Retriever=SigLIP, Top-K=12026.050
M3AttModel=Gemini-2.5, Retriever=SigLIP, Top-K=12026.050