Anomaly Detection on SmartHome-Bench D_Ambiguity
71.19AccuracyALARM
Evaluation results
| Method | Links | |
|---|---|---|
| ALARM2025.12 | 71.19 | |
| Reasoning Chainuncertainty_method=LAC2025.12 | 67.94 | |
| Reasoning Chainuncertainty_method=ICL-EU2025.12 | 63.64 | |
| Reasoning Chainuncertainty_method=Random Drop2025.12 | 61.83 | |
| Reasoning Chainuncertainty_method=ICL-AU2025.12 | 61.63 | |
| TRLC2025.12 | 61.54 | |
| Reasoning Chainuncertainty_method=APS2025.12 | 61.44 | |
| Chain-of-Thought2025.12 | 44.21 | |
| Zero Shot2025.12 | 43.73 | |
| Few Shot2025.12 | 43.16 | |
| In-Context Learning2025.12 | 31.79 |