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Benchmarks
Uncertainty Quantification in Visual Question Answering on AdVQA
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76.6
AUROC
EigenScore
63.392
66.821
70.25
73.679
Jun 6, 2026
AUROC
Pearson Correlation Coefficient
Spearman Correlation Coefficient
Expected Calibration Error (ECE)
AURAC
Updated 1mo ago
Evaluation Results
Method
Method
Links
AUROC
Pearson Correlation Coefficient
Spearman Correlation Coefficient
Expected Calibration Error (ECE)
AURAC
EigenScore
2026.06
76.6
0.872
0.811
0.211
75.3
UQ-DAAAM
2026.06
76.3
0.941
0.875
0.043
71
Semantic Entropy
2026.06
75.7
0.799
0.781
0.182
74.2
Neighborhood
2026.06
66
0.543
0.703
0.353
68.3
LN-Entropy
2026.06
63.9
0.913
0.9
0.072
70.5
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