Hallucination Detection on GSM8K (test)

79.01AUROC (Reference)HALLUGUARD

Evaluation results

Method
HALLUGUARD2026.01	79.01	76.73	64.38	64.97
HALLUGUARD2026.01	77.33	73.97	60.48	61.26
HALLUGUARD2026.01	75.89	72.83	62.29	63.46
Inside2026.01	75.79	76.26	60.91	59.77
HALLUGUARD2026.01	75.2	72.9	63.62	61.79
Inside2026.01	74.61	68.35	58.57	62.58
Inside2026.01	73.73	67.51	56.02	57.28
Inside2026.01	72.3	72.26	54.49	58.39
RACE2026.01	68.35	66.66	50.41	51.16
LN-Entropy2026.01	68.22	66.05	53.03	53.21
SelfCheckGPT2026.01	68.06	65.09	52.99	50.89
P(true)2026.01	67.08	65.6	53.66	55.12
Semantic Ent.2026.01	66.9	64.81	50.47	55.36
MIND2026.01	66.57	65.55	48.84	53.4
MIND2026.01	66.41	63.44	52.05	53.57
Perplexity2026.01	66.23	64.1	53.52	52.31
P(true)2026.01	65.95	63.63	54.95	48.25
MIND2026.01	65.88	63.4	48.28	48.17
Lexical Sim.2026.01	65.8	63.7	52.12	54.07
SelfCheckGPT2026.01	65.72	62.01	54.49	50.34
FActScore2026.01	65.69	61.95	53.69	46.06
Energy2026.01	65.27	62.94	52.8	46.6
RACE2026.01	64.49	61.47	53.28	47.55
Perplexity2026.01	64.32	62.81	51.15	51.3
RACE2026.01	64.2	61.96	50.15	45.35
Lexical Sim.2026.01	63.83	60.2	54.43	44.82
RACE2026.01	63.37	62.33	53.53	49.94
Lexical Sim.2026.01	63.29	59.87	53.17	50.02
Lexical Sim.2026.01	63.27	59.41	47.42	47.38
Semantic Ent.2026.01	62.72	59.09	49.33	44.35
P(true)2026.01	62.59	58.88	47.21	42.2
LN-Entropy2026.01	61.81	60.46	44.5	44.76
MIND2026.01	61.49	59.55	51.63	51.45
LN-Entropy2026.01	61.31	58.9	45.83	40.86
SelfCheckGPT2026.01	60.99	57.54	49.28	44.43
Perplexity2026.01	60.96	58.67	46.27	47.44
Semantic Ent.2026.01	60.63	57.01	46.22	40.24
P(true)2026.01	60.16	58.14	47.73	49.49
FActScore2026.01	59.84	55.85	44.05	39.49
Energy2026.01	59.79	56.52	50.31	42.23
LN-Entropy2026.01	59.45	55.95	43.04	44.08
Energy2026.01	58.15	54.71	43.65	36.71
SelfCheckGPT2026.01	57.98	54.58	46.72	39.86
Semantic Ent.2026.01	57.95	54.68	42.78	41.95
Perplexity2026.01	57.61	53.63	41.37	41.59
Energy2026.01	57.58	56.07	43.39	38.94
FActScore2026.01	56.69	53.71	45.78	39.52
FActScore2026.01	55.76	54.17	44.91	43.18