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General Performance Evaluation on O2M Benign Clinical Queries

30.56RRH-R Demon
0.0367.960515.88523.8095Jun 8, 2025

Evaluation results

MethodLinks
H-R DemonModel=Llava-Med-v1, Demonstration budget (n)=22025.0630.56
H-R DemonModel=Llava-Med-v1, Demonstration budget (n)=42025.0622.78
H-R DemonModel=Llava-Med-v1, Demonstration budget (n)=82025.0612.78
H-R DemonModel=Llava-Med-v1, Demonstration budget (n)=162025.066.31
H-R DemonModel=Llava-Med-v1.5, Demonstration budget (n)=82025.064.7
H-R DemonModel=Llava-Med-v1.5, Demonstration budget (n)=162025.064.7
H-R DemonModel=Llava-Med-v1.5, Demonstration budget (n)=42025.064.6
H-R DemonModel=Llava-Med-v1.5, Demonstration budget (n)=22025.064.44
Baseline (No Demon)Model=Llava-Med-v1.5, Demonstration budget (n)=02025.063.03
B-A DemonModel=Llava-Med-v1.5, Demonstration budget (n)=162025.062.83
B-A DemonModel=Llava-Med-v1.5, Demonstration budget (n)=82025.062.78
B-A DemonModel=Llava-Med-v1.5, Demonstration budget (n)=42025.062.53
B-A DemonModel=Llava-Med-v1.5, Demonstration budget (n)=22025.062.47
Baseline (No Demon)Model=Llava-Med-v1, Demonstration budget (n)=02025.062.12
B-A DemonModel=Llava-Med-v1, Demonstration budget (n)=162025.061.67
B-A DemonModel=Llava-Med-v1, Demonstration budget (n)=82025.061.62
B-A DemonModel=Llava-Med-v1, Demonstration budget (n)=42025.061.46
B-A DemonModel=Llava-Med-v1, Demonstration budget (n)=22025.061.21