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ResearchFormerly WizWand

Hallucination Detection on WebQSP (ACC, AUC, PCC, AVG)

73.07AccuracyLUCID

Evaluation results

Method	Links
LUCID2026.04		73.07	79.1	0.4043	64.2
LLM2026.04		72.99	62.89	0.297	55.19
Trulens2026.04		69.69	76.36	0.401	62.05
ReDeEP2026.04		68.41	74.88	0.3125	58.18
SelfCk-Nli2026.04		67.65	69.54	0.3353	56.91
LUCID2026.04		66.34	72.06	0.2292	53.77
ReDeEP2026.04		65.46	64.87	0.2481	51.71
LLM2026.04		63.98	72.63	0.1803	51.55
RAGAs2026.04		63.94	69.49	0.308	54.74
LN-Entropy2026.04		63.37	65.81	0.2268	50.62
Perplexity2026.04		62.99	66.88	0.2368	51.18
SelfCheckGPT-Nli2026.04		62.45	70.62	0.2464	52.57
MetaQA2026.04		61.75	55.78	0.1121	42.91
Perplexity2026.04		61.75	63.14	0.1851	47.8
Trulens Groundedness2026.04		61.34	68.54	0.1683	48.9
LettuceDetect2026.04		61.08	43.99	0.3337	46.15
SelfCk-BERTScore2026.04		60.89	64.77	0.2436	50.01
Lexical Similarity2026.04		59.39	61.91	0.1588	45.73
SelfCheckGPT-BERTScore2026.04		58.69	65.44	0.2275	48.96
Lexical Similarity2026.04		58.61	57.46	0.1159	42.55
EigenScore2026.04		57.58	60.42	0.1618	44.73
LN-Entropy2026.04		56.75	65.54	0.2063	47.64
RAGAs Faithfulness2026.04		56.33	62.53	0.2255	47.14
ReDeEP2026.04		55.22	61.34	0.2047	45.68
Focus2026.04		53.95	52.53	0.0778	38.09
MetaQA2026.04		52.16	56.91	0.074	38.82
EigenScore2026.04		50.05	53.26	0.0726	36.86
ReDeEP2026.04		48.4	52.62	0.1943	40.15
Energy2026.04		47.29	45.55	-0.0549	29.12
Energy2026.04		44.37	49.36	0.007	31.48
LettuceDetect2026.04		35.61	24.16	0.1212	23.96
Focus2026.04		21.97	45.64	-0.018	21.94