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ResearchFormerly WizWand

Report Generation on IU-XRay (Factual Consistency, Completeness)

85.71Factual Consistency (FC)clean RAG
5.234826.127447.0267.9126May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
clean RAGModel=Gemini-2.5, Retriever=clean RAG, Top-K=12026.0585.7182.86
clean RAGModel=GPT-5, Retriever=clean RAG, Top-K=12026.0584.7677.14
clean RAGModel=LLaVA-Med, Retriever=clean RAG, Top-K=12026.0584.7614.29
LIARModel=GPT-5, Retriever=SigLIP, Top-K=12026.0583.5475.08
LIARModel=Gemini-2.5, Retriever=SigLIP, Top-K=12026.0582.8280.09
M3AttModel=GPT-5, Retriever=SigLIP, Top-K=12026.0581.772.83
M3AttModel=Gemini-2.5, Retriever=SigLIP, Top-K=12026.0579.877.08
clean RAGModel=GPT-4o, Retriever=clean RAG, Top-K=12026.0579.0569.52
LIARModel=GPT-4o, Retriever=SigLIP, Top-K=12026.0576.8867.07
clean RAGModel=Claude-4.5, Retriever=clean RAG, Top-K=12026.0576.1980.95
LIARModel=LLaVA-Med, Retriever=SigLIP, Top-K=12026.0576.0612.77
LIARModel=Claude-4.5, Retriever=SigLIP, Top-K=12026.0574.5278.02
M3AttModel=GPT-4o, Retriever=SigLIP, Top-K=12026.0574.3664.52
M3AttModel=Claude-4.5, Retriever=SigLIP, Top-K=12026.0572.5274.89
M3AttModel=LLaVA-Med, Retriever=SigLIP, Top-K=12026.0568.411.44
w/o RAGModel=Claude-4.5, Retriever=w/o RAG, Top-K=12026.0566.1153.89
w/o RAGModel=GPT-5, Retriever=w/o RAG, Top-K=12026.0561.1150.56
w/o RAGModel=Gemini-2.5, Retriever=w/o RAG, Top-K=12026.0546.6746.11
w/o RAGModel=LLaVA-Med, Retriever=w/o RAG, Top-K=12026.05200
w/o RAGModel=GPT-4o, Retriever=w/o RAG, Top-K=12026.058.332.78