Anomaly Detection on UCF-Crime
52.08F1-ScoreCoAT (L4)
Evaluation results
| Method | Links | |
|---|---|---|
| CoAT (L4)Reasoning Layer=Event Understanding2025.12 | 52.08 | |
| LCoT2025.12 | 51.73 | |
| CoAT (L2)Reasoning Layer=Entity Extraction2025.12 | 51.31 | |
| CoAT (L1)Reasoning Layer=Scenario Understanding2025.12 | 50.93 | |
| CoAT (Joint)Reasoning Layer=Joint (All layers)2025.12 | 50.71 | |
| ToT2025.12 | 50.56 | |
| CoAT (L3)Reasoning Layer=Social Context Understanding2025.12 | 45.01 | |
| IoT2025.12 | 43.97 | |
| CoT2025.12 | 41.63 | |
| BaselineModel=Qwen2.5-VL (7B)2025.12 | 40.28 |