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Agent Verification on MIMIC-IV Cholecystitis

0.9648AUROC

GLEAN + Active (εu = 0.0)

Updated 1mo ago

Evaluation Results

Method	Links
GLEAN + Active (εu = 0.0) 2026.03		0.9648	0.0379	0.075	0.0753
GLEAN + Active (εu = 0.5) 2026.03		0.9582	0.048	0.0696	0.0753
GLEAN (K = 3) 2026.03		0.9559	0.0505	0.0718	0.079
GLEAN + Active (εu = 0.0) 2026.03		0.9159	0.0886	0.1206	0.1116
GLEAN + Active (εu = 0.5) 2026.03		0.9063	0.0962	0.1067	0.1124
GLEAN (K = 3) 2026.03		0.8929	0.0987	0.0893	0.1174
GLEAN (K = 1) 2026.03		0.8888	0.1111	0.0849	0.1314
GLEAN (K = 1) 2026.03		0.8524	0.1089	0.0641	0.1495
Self-Consistency 2026.03		0.8493	0.1439	0.1019	0.1534
Semantic Entropy 2026.03		0.8448	0.1566	-	-
ORM 2026.03		0.8332	0.1555	0.1922	0.2146
ORM 2026.03		0.819	0.1364	0.1283	0.1846
Self-Consistency 2026.03		0.7978	0.1646	0.0834	0.1484
Self-Verification 2026.03		0.7907	0.2045	0.1495	0.2057
RAG-Augmented 2026.03		0.7896	0.1894	0.2575	0.2709
Semantic Entropy 2026.03		0.7772	0.1747	-	-
Self-Verification 2026.03		0.7576	0.1722	0.221	0.2299
RAG-Augmented 2026.03		0.7571	0.1899	0.2491	0.2598
LLM-as-a-Judge 2026.03		0.7548	0.2197	0.0657	0.2007
Med-PRM 2026.03		0.7519	0.2146	0.367	0.3626
P(TRUE) 2026.03		0.7384	0.2222	0.2758	0.2927
Med-PRM 2026.03		0.6475	0.2582	0.301	0.3107
LLM-as-a-Judge 2026.03		0.6426	0.2557	0.0917	0.2259
P(TRUE) 2026.03		0.6225	0.281	0.364	0.3715