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Benchmarks
Object-Explanation Consistency on WOD-E2E (val)
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98.1
O -> E Consistency
dVLM-AD
87.388
90.169
92.95
95.731
Dec 4, 2025
O -> E Consistency
E -> O Consistency
Average Consistency
Updated 4d ago
Evaluation Results
Method
Method
Links
O -> E Consistency
E -> O Consistency
Average Consistency
dVLM-AD
Decoding Strategy=Diff...
2025.12
98.1
98.3
98.2
VLM-AD
Decoding Strategy=AR,...
2025.12
91.8
93.7
92.8
OpenEMMA
Decoding Strategy=AR,...
2025.12
89.4
85.1
87.3
LightEMMA
Decoding Strategy=AR,...
2025.12
87.8
86
86.9
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