Hallucination Detection on HalLoc-VQA benchmark leaderboard · SOTA2 Research

Hallucination Detection on HalLoc-VQA

77.9ROCFaithSCAN

Evaluation Results

Method	Links
FaithSCAN2026.01		77.9	82.3	68	87.3	1,898.95	0.741
SEU2026.01		76.9	79.9	66.7	86.5	2,443.89	1.769
FaithSCAN2026.01		75.4	77.8	75.5	79.2	1,560.237	0.605
P(True)2026.01		75	82.5	54.8	83.8	1,143.72	24.299
EmbVar2026.01		74.7	82	50.9	85.5	2,504.584	0.175
FaithSCAN2026.01		73.9	75.7	56.9	81.1	1,741.652	1.191
Logistic2026.01		73.3	78.8	58	83	1,874.895	0.114
SelfCheckGPT2026.01		71.5	77.9	62.5	81.8	2,588.092	340.683
PE2026.01		68.6	17.8	53.5	20	1,328.434	0.002
SE2026.01		68.3	74.7	46.2	79.5	2,632.833	11.212
P(True)2026.01		67.5	59.7	75.3	56.5	1,127.961	14.938
Logistic2026.01		67.2	68.6	49.6	72.4	1,689.458	0.102
Logistic2026.01		66.9	66.9	73.4	67.4	1,570.349	0.087
SEU2026.01		66.3	45.2	73.8	44	1,685.975	1.845
EmbVar2026.01		65.7	46.4	74.6	45.3	1,430.884	0.06
SelfCheckGPT2026.01		65.6	71.6	55.2	74.8	2,165.013	367.522
SEU2026.01		65.3	74.2	58.7	80	2,199.427	1.821
T-NLL2026.01		65	23.3	52.4	19	1,330.996	0.001
EmbVar2026.01		62.8	70.5	57	78.7	2,194.586	0.107
P(True)2026.01		61.5	69	52	74.8	1,178.084	19.511
T-NLL2026.01		60.7	25.6	52.9	24.7	1,524.74	0.001
PE2026.01		60.5	27.6	53.5	25.8	1,491.448	0.002
SE2026.01		58.3	56.3	65.3	56.2	1,381.929	4.913
SE2026.01		55.9	32.5	45.6	30.5	2,019.877	13.812
PE2026.01		53.6	52.6	73	52.7	1,326.308	0.002
T-NLL2026.01		53.5	53.7	76.2	54.2	1,257.512	0.001
SelfCheckGPT2026.01		50.9	54.5	72.2	59	1,602.887	78.613