Hallucination Detection on SciQ (AUC, F95, AUP) benchmark leaderboard · SOTA2 Research

Hallucination Detection on SciQ (AUC, F95, AUP)

88.99AUCSIVR

Evaluation Results

Method	Links
SIVR2026.04		88.99	52.56	93.04
SIVR2026.04		88.99	52.56	93.04
Lookback Lens2026.04		85.38	53.19	88.06
SIVR2026.04		84.7	49.44	87.75
SATMD + MSP2026.04		84.4	73.13	91.09
SATMD + MSP2026.04		84.4	73.13	91.09
SAPLMA2026.04		83.8	60.26	89.45
SAPLMA2026.04		83.8	60.26	89.45
SAPLMA2026.04		81.46	59.77	84.6
Lookback Lens2026.04		81.26	86.9	88.05
Lookback Lens2026.04		81.26	86.9	88.05
SATMD + MSP2026.04		77.52	78.38	87.2
SAR2026.04		73.65	86.11	79.62
SAR2026.04		73.65	86.11	79.62
Temp-Scaled2026.04		72.65	76.53	75.95
Temp-Scaled2026.04		72.65	76.53	75.95
Perplexity2026.04		71.88	77.3	76.11
Perplexity2026.04		71.88	77.3	76.11
SE2026.04		71.74	83.75	80.02
SE2026.04		71.74	83.75	80.02
Max Prob2026.04		71.29	77.3	75.51
Max Prob2026.04		71.29	77.3	75.51
Entropy2026.04		70.37	78.57	75.91
Entropy2026.04		70.37	78.57	75.91
Temp-Scaled2026.04		61.28	86.04	62.94
Perplexity2026.04		61.12	86.04	63.83
Entropy2026.04		60.98	86.96	65.64
SE2026.04		60.79	84.27	64.37
Max Prob2026.04		60.58	86.04	63.17
SAR2026.04		58.3	94.38	61.75
CoE-C2026.04		57.11	94.28	60.38
CoE-R2026.04		51.69	95.65	55.43
Energy2026.04		50.06	100	61.74
P(True)2026.04		49.7	98.4	60.6
P(True)2026.04		49.61	99.74	66.59
P(True)2026.04		49.61	99.74	66.59
CoE-C2026.04		46.14	95.41	55.53
CoE-C2026.04		46.14	95.41	55.53
Energy2026.04		41.48	100	59.92
Energy2026.04		41.48	100	59.92
CoE-R2026.04		27.22	100	47.25
CoE-R2026.04		27.22	100	47.25