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Benchmarks
Anomaly Detection on UCF-Crime
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52.08
F1-Score
CoAT (L4)
39.808
42.994
46.18
49.366
Dec 23, 2025
F1-Score
Updated 4d ago
Evaluation Results
Method
Method
Links
F1-Score
CoAT (L4)
Reasoning Layer=Event...
2025.12
52.08
LCoT
2025.12
51.73
CoAT (L2)
Reasoning Layer=Entity...
2025.12
51.31
CoAT (L1)
Reasoning Layer=Scenar...
2025.12
50.93
CoAT (Joint)
Reasoning Layer=Joint...
2025.12
50.71
ToT
2025.12
50.56
CoAT (L3)
Reasoning Layer=Social...
2025.12
45.01
IoT
2025.12
43.97
CoT
2025.12
41.63
Baseline
Model=Qwen2.5-VL (7B)
2025.12
40.28
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