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True/False Question Answering on IU-XRay

95.92Task Utilityclean RAG
-3.836822.061647.9673.8584May 11, 2026

Evaluation results

MethodLinks
clean RAGModel=GPT-4o, Retriever=clean RAG, Top-K=12026.0595.92
LIARModel=GPT-4o, Retriever=SigLIP, Top-K=12026.0593.4
LIARModel=GPT-5, Retriever=SigLIP, Top-K=12026.0592.5
clean RAGModel=GPT-5, Retriever=clean RAG, Top-K=12026.0591.84
M3AttModel=GPT-5, Retriever=SigLIP, Top-K=12026.0590.96
M3AttModel=GPT-4o, Retriever=SigLIP, Top-K=12026.0589.06
w/o RAGModel=GPT-5, Retriever=w/o RAG, Top-K=12026.0588.28
clean RAGModel=Gemini-2.5, Retriever=clean RAG, Top-K=12026.0579.6
LIARModel=Gemini-2.5, Retriever=SigLIP, Top-K=12026.0579.38
M3AttModel=Gemini-2.5, Retriever=SigLIP, Top-K=12026.0577
w/o RAGModel=Gemini-2.5, Retriever=w/o RAG, Top-K=12026.0568.2
w/o RAGModel=GPT-4o, Retriever=w/o RAG, Top-K=12026.0567.36
clean RAGModel=Claude-4.5, Retriever=clean RAG, Top-K=12026.0555.1
LIARModel=Claude-4.5, Retriever=SigLIP, Top-K=12026.0552.26
clean RAGModel=LLaVA-Med, Retriever=clean RAG, Top-K=12026.0548.84
M3AttModel=Claude-4.5, Retriever=SigLIP, Top-K=12026.0548.2
LIARModel=LLaVA-Med, Retriever=SigLIP, Top-K=12026.0547.22
M3AttModel=LLaVA-Med, Retriever=SigLIP, Top-K=12026.0544.7
w/o RAGModel=LLaVA-Med, Retriever=w/o RAG, Top-K=12026.0514.64
w/o RAGModel=Claude-4.5, Retriever=w/o RAG, Top-K=12026.050