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Hallucination Detection on GSM8K (test)

79.01AUROC (Reference)

HALLUGUARD

Updated 3d ago

Evaluation Results

Method
HALLUGUARD 2026.01	79.01	76.73	64.38	64.97
HALLUGUARD 2026.01	77.33	73.97	60.48	61.26
HALLUGUARD 2026.01	75.89	72.83	62.29	63.46
Inside 2026.01	75.79	76.26	60.91	59.77
HALLUGUARD 2026.01	75.2	72.9	63.62	61.79
Inside 2026.01	74.61	68.35	58.57	62.58
Inside 2026.01	73.73	67.51	56.02	57.28
Inside 2026.01	72.3	72.26	54.49	58.39
RACE 2026.01	68.35	66.66	50.41	51.16
LN-Entropy 2026.01	68.22	66.05	53.03	53.21
SelfCheckGPT 2026.01	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
MIND 2026.01	66.57	65.55	48.84	53.4
MIND 2026.01	66.41	63.44	52.05	53.57
Perplexity 2026.01	66.23	64.1	53.52	52.31
P(true) 2026.01	65.95	63.63	54.95	48.25
MIND 2026.01	65.88	63.4	48.28	48.17
Lexical Sim. 2026.01	65.8	63.7	52.12	54.07
SelfCheckGPT 2026.01	65.72	62.01	54.49	50.34
FActScore 2026.01	65.69	61.95	53.69	46.06
Energy 2026.01	65.27	62.94	52.8	46.6
RACE 2026.01	64.49	61.47	53.28	47.55
Perplexity 2026.01	64.32	62.81	51.15	51.3
RACE 2026.01	64.2	61.96	50.15	45.35
Lexical Sim. 2026.01	63.83	60.2	54.43	44.82
RACE 2026.01	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-Entropy 2026.01	61.81	60.46	44.5	44.76
MIND 2026.01	61.49	59.55	51.63	51.45
LN-Entropy 2026.01	61.31	58.9	45.83	40.86
SelfCheckGPT 2026.01	60.99	57.54	49.28	44.43
Perplexity 2026.01	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
FActScore 2026.01	59.84	55.85	44.05	39.49
Energy 2026.01	59.79	56.52	50.31	42.23
LN-Entropy 2026.01	59.45	55.95	43.04	44.08
Energy 2026.01	58.15	54.71	43.65	36.71
SelfCheckGPT 2026.01	57.98	54.58	46.72	39.86
Semantic Ent. 2026.01	57.95	54.68	42.78	41.95
Perplexity 2026.01	57.61	53.63	41.37	41.59
Energy 2026.01	57.58	56.07	43.39	38.94
FActScore 2026.01	56.69	53.71	45.78	39.52
FActScore 2026.01	55.76	54.17	44.91	43.18