Hallucination Detection on SQuAD (test)

83.8AUROCrHALLUGUARD

Evaluation Results

Method
HALLUGUARD2026.01	83.8	81.77	70.46	73.24
HALLUGUARD2026.01	81.45	78.39	64.39	65.07
Inside2026.01	81.24	75.09	69.48	62.4
HALLUGUARD2026.01	81.05	77.16	71.18	64.38
HALLUGUARD2026.01	79.56	78.29	67.97	63.27
Inside2026.01	76.13	72.44	65.62	62.94
Inside2026.01	74.68	74.81	61.01	59.51
Perplexity2026.01	74.23	70.88	62.24	58.05
SelfCheckGPT2026.01	73.99	72.15	65.26	54.02
Inside2026.01	73.63	75.74	65.22	59.11
MIND2026.01	73.46	71.71	57.76	56.77
SelfCheckGPT2026.01	73.07	70.49	56.59	54.65
LN-Entropy2026.01	72.44	68.91	56.77	52.63
Semantic Ent.2026.01	72.01	68.51	56.49	50.9
P(true)2026.01	71.56	68.4	57.51	45.66
RACE2026.01	71.35	69.23	59.18	54.73
FActScore2026.01	71.2	69.45	61.92	54.91
Semantic Ent.2026.01	70.58	67.22	53.31	52.94
Perplexity2026.01	70.51	67.51	55.71	52.68
FActScore2026.01	70.32	68.63	58.13	53.01
Lexical Sim.2026.01	70.31	69.08	53.97	53.31
Perplexity2026.01	70.19	69.22	60.33	54.82
Energy2026.01	69.01	66.19	58.44	49.82
Lexical Sim.2026.01	68.95	67.91	60.52	56.56
MIND2026.01	68.64	66.95	54.92	52.49
Lexical Sim.2026.01	68.53	67.42	50.73	54.12
FActScore2026.01	68.33	65.26	56.93	48.46
SelfCheckGPT2026.01	68.26	67.09	60.06	57.31
RACE2026.01	68.17	66.02	54.65	53.06
P(true)2026.01	67.42	63.94	55.35	47.52
P(true)2026.01	66.81	62.71	57.43	46.85
FActScore2026.01	66.65	63.2	56.41	53.42
Semantic Ent.2026.01	66.52	62.62	52.37	52.7
Lexical Sim.2026.01	66.43	63.56	53.19	50.96
LN-Entropy2026.01	65.96	64.22	53.43	52.84
SelfCheckGPT2026.01	65.47	61.65	53.12	49.89
MIND2026.01	64.57	61.11	52.39	53.13
Energy2026.01	64.41	61.02	56.17	46.21
RACE2026.01	64.19	60.45	47.53	45.66
RACE2026.01	64.05	62.39	54.38	50.07
Perplexity2026.01	63.93	61.77	46.97	48.2
LN-Entropy2026.01	63.7	60.4	46.19	42.85
P(true)2026.01	62.55	61.09	46.84	52.32
MIND2026.01	62.29	59.58	44.49	48.61
LN-Entropy2026.01	61.66	59.16	49.05	46.27
Energy2026.01	61.02	59.73	48.26	42.08
Semantic Ent.2026.01	60.29	57.73	43.63	48.83
Energy2026.01	59.83	56.11	46.19	43.18