Hallucination Detection on GSM8K (Comprehensive Metrics) benchmark leaderboard · SOTA2 Research

Hallucination Detection on GSM8K (Comprehensive Metrics)

80.62AUROCHALLUGUARD

Evaluation Results

Method	Links
HALLUGUARD2026.01		80.62	77.3	80.22	76.88	68.21
HALLUGUARD2026.01		79.01	76.73	79.1	74.25	67.92
SAPLMA2026.01		77.1	74	76.2	69.5	59.8
HALLUGUARD2026.01		75.81	74.68	82.55	78.91	70.45
SAPLMA2026.01		75.4	72.3	74	67.1	59.1
ITI2026.01		74.2	70.6	67.1	60.8	50.1
SAPLMA2026.01		73.9	71.2	76.5	70.1	60.7
LLM-Check2026.01		73.4	69.8	64.9	57.9	48.3
ITI2026.01		73	69.1	66.1	58.4	49.5
HALLUGUARD2026.01		72.57	70.31	74.91	69.14	62.1
ITI2026.01		72.5	69.2	69.4	62.5	52.3
LLM-Check2026.01		72.1	68.5	64.2	56.6	48
HALLUGUARD2026.01		72.04	69.88	78.33	74.11	65.42
LLM-Check2026.01		71.2	67.9	67.8	60.3	50.4
SAPLMA2026.01		70.8	67.2	71.8	64.1	56.3
SAPLMA2026.01		69.2	66.1	70.1	62	54.4
ITI2026.01		69	65.4	69.2	61.5	51.9
LLM-Check2026.01		68.1	64.3	67.5	59.2	49.8
ITI2026.01		66.8	63	64.5	56.2	48.7
LLM-Check2026.01		65.4	61.5	62.4	54.1	46.2