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Benchmarks
Anomaly Detection on BetterUCF
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88.84
F1 Score
CoAT (L2)
78.4816
81.1708
83.86
86.5492
Dec 23, 2025
F1 Score
Updated 4d ago
Evaluation Results
Method
Method
Links
F1 Score
CoAT (L2)
Reasoning Layer=Entity...
2025.12
88.84
CoAT (L3)
Reasoning Layer=Social...
2025.12
87.99
CoAT (L4)
Reasoning Layer=Event...
2025.12
87.77
CoAT (Joint)
Reasoning Layer=Joint...
2025.12
87.6
CoAT (L1)
Reasoning Layer=Scenar...
2025.12
86.25
Baseline
Model=Qwen2.5-VL (7B)
2025.12
78.88
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