Anomaly Detection on SmartHome-Bench
84.34Overall AccuracyALARM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ALARM2025.12 | 84.34 | 90.36 | 86.17 | |
| Reasoning Chainuncertainty_method=LAC2025.12 | 83.53 | 89.69 | 84.96 | |
| Reasoning Chainuncertainty_method=ICL-EU2025.12 | 83.45 | 86.95 | 85.11 | |
| Reasoning Chainuncertainty_method=ICL-AU2025.12 | 81.78 | 86.1 | 83.82 | |
| Reasoning Chainuncertainty_method=Random Drop2025.12 | 81.62 | 86.38 | 83.51 | |
| Reasoning Chainuncertainty_method=APS2025.12 | 81.61 | 86.13 | 83.41 | |
| TRLC2025.12 | 76.59 | 81.2 | 78.98 | |
| In-Context Learning2025.12 | 71.94 | 58.77 | 69.49 | |
| Few Shot2025.12 | 71.49 | 66.9 | 71.89 | |
| Chain-of-Thought2025.12 | 71.39 | 66.78 | 71.78 | |
| Zero Shot2025.12 | 64.99 | 51.83 | 58.82 |