Hallucination Detection on MGSM benchmark leaderboard · SOTA2 Research

Hallucination Detection on MGSM

84.62AUCSATMD + MSP

Evaluation Results

Method	Links
SATMD + MSP2026.04		84.62	63.08	40.48
SIVR2026.04		79.95	53.62	43.22
SATMD + MSP2026.04		78.99	74.39	40.56
SATMD + MSP2026.04		78.99	74.39	40.56
SAPLMA2026.04		78.35	98.8	56.34
SAPLMA2026.04		78.35	98.8	56.34
Energy2026.04		78.17	71.94	31.61
SAPLMA2026.04		76.68	54.41	20.68
P(True)2026.04		76.23	81.49	26.33
SIVR2026.04		75.95	64.2	48.71
SIVR2026.04		75.95	—	48.71
Entropy2026.04		75.54	76.67	28.53
Entropy2026.04		75.54	76.67	28.53
Perplexity2026.04		74.84	75.72	27.56
Perplexity2026.04		74.84	75.72	27.56
Max Prob2026.04		74.82	76.08	27.47
Max Prob2026.04		74.82	76.08	27.47
Temp-Scaled2026.04		74.14	73.33	27.49
Temp-Scaled2026.04		74.14	73.33	27.49
Entropy2026.04		71.17	89.25	30.77
SE2026.04		69.27	75	36.94
Perplexity2026.04		68.86	92.24	24.88
Max Prob2026.04		68.41	93.13	24.77
Energy2026.04		67.51	75	26.7
Energy2026.04		67.51	75	26.7
Temp-Scaled2026.04		66.9	94.93	22.14
SE2026.04		65.43	86.39	23.73
SE2026.04		65.43	86.39	23.73
Lookback Lens2026.04		65.28	94.44	22.84
SAR2026.04		61.96	88.76	23.09
P(True)2026.04		59.14	93.66	17.07
P(True)2026.04		59.14	93.66	17.07
CoE-C2026.04		59.02	91.03	15.04
CoE-C2026.04		59.02	91.03	15.04
CoE-R2026.04		58.08	92.82	13.73
CoE-R2026.04		58.08	92.82	13.73
Lookback Lens2026.04		56.17	56.79	4.01
Lookback Lens2026.04		56.17	56.79	4.01
SAR2026.04		52.01	92.9	16.62
SAR2026.04		52.01	92.9	16.62
CoE-R2026.04		36.22	97.91	7.76
CoE-C2026.04		30.87	97.91	6.94