Hallucination Detection on MedMCQA benchmark leaderboard · SOTA2 Research

Hallucination Detection on MedMCQA

75.57AUCLookback Lens

Evaluation Results

Method	Links
Lookback Lens2026.04		75.57	65.71	59.93
Energy2026.04		69.84	71.7	50.27
SAPLMA2026.04		69.59	81.13	54.39
Lookback Lens2026.04		69.01	69.53	47.78
Lookback Lens2026.04		69.01	69.53	47.78
SATMD + MSP2026.04		68.75	85.5	50.8
SATMD + MSP2026.04		68.75	85.5	50.8
CoE-C2026.04		67.95	80.9	54.26
CoE-C2026.04		67.95	80.9	54.26
Entropy2026.04		67.33	80.38	48.26
Entropy2026.04		66.86	83.79	51.06
Entropy2026.04		66.86	83.79	51.06
Perplexity2026.04		66.46	80.75	46.57
Max Prob2026.04		66.38	82.64	47.27
Max Prob2026.04		66.37	83.63	50.67
Max Prob2026.04		66.37	83.63	50.67
Perplexity2026.04		66.35	84.11	50.39
Perplexity2026.04		66.35	84.11	50.39
SE2026.04		66.24	82.54	50.49
Temp-Scaled2026.04		65.96	82.99	50.14
Temp-Scaled2026.04		65.96	82.99	50.14
Temp-Scaled2026.04		65.75	83.02	45.58
SIVR2026.04		64.71	82.35	49.13
SIVR2026.04		63.62	72.44	49.3
SIVR2026.04		63.62	72.44	49.3
SATMD + MSP2026.04		63.54	79.59	47.32
Energy2026.04		63.48	84.59	47.89
Energy2026.04		63.48	84.59	47.89
SAR2026.04		62.75	83.05	54.98
CoE-R2026.04		62.74	88.92	48.21
CoE-R2026.04		62.74	88.92	48.21
SE2026.04		62.31	87.2	48.35
SE2026.04		62.31	87.2	48.35
SAPLMA2026.04		62.28	82.4	48.94
SAPLMA2026.04		62.28	82.4	48.94
SAR2026.04		58.87	92	42.18
SAR2026.04		58.87	92	42.18
P(True)2026.04		57.23	86.8	37.11
P(True)2026.04		55.78	91.97	39.61
P(True)2026.04		55.78	91.97	39.61
CoE-C2026.04		52.33	96.23	37.19
CoE-R2026.04		51.67	94.72	37.57