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Benchmarks
Anomaly Classification on UCF-Crime
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48.33
F1-Score
Baseline
26.6044
32.2447
37.885
43.5253
Dec 23, 2025
F1-Score
Updated 1mo ago
Evaluation Results
Method
Method
Links
F1-Score
Baseline
Model=Qwen2.5-VL (7B)
2025.12
48.33
CoAT (L4)
Reasoning Layer=Event...
2025.12
42.68
CoAT (Joint)
Reasoning Layer=Joint...
2025.12
39.28
CoAT (L2)
Reasoning Layer=Entity...
2025.12
36.45
ToT
2025.12
35.6
CoAT (L1)
Reasoning Layer=Scenar...
2025.12
34.47
CoT
2025.12
34.39
CoAT (L3)
Reasoning Layer=Social...
2025.12
31.95
LCoT
2025.12
29.34
IoT
2025.12
27.44
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