List your company
ResearchFormerly WizWand

Anomaly Classification on UCF-Crime

48.33F1-ScoreBaseline
26.604432.244737.88543.5253Dec 23, 2025
Updated 8mo ago

Evaluation results

MethodLinks
BaselineModel=Qwen2.5-VL (7B)2025.1248.33
CoAT (L4)Reasoning Layer=Event Understanding2025.1242.68
CoAT (Joint)Reasoning Layer=Joint (All layers)2025.1239.28
CoAT (L2)Reasoning Layer=Entity Extraction2025.1236.45
ToT2025.1235.6
CoAT (L1)Reasoning Layer=Scenario Understanding2025.1234.47
CoT2025.1234.39
CoAT (L3)Reasoning Layer=Social Context Understanding2025.1231.95
LCoT2025.1229.34
IoT2025.1227.44