Anomaly Detection on SGAD
68.13F1 ScoreChatAD*
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ChatAD*Backbone=Qwen2.5-7B, Enhancement=TKTO2026.01 | 68.13 | 99.96 | |
| ChatAD-Llama3-8BBackbone=Llama3-8B2026.01 | 67.2 | 99.99 | |
| ChatAD-Mistral-7BBackbone=Mistral-7B2026.01 | 67.19 | 99.99 | |
| ChatAD-Qwen2.5-7BBackbone=Qwen2.5-7B2026.01 | 67.18 | 99.97 | |
| DS-Llama3-8BDistillation=DeepSeek-R1-Distill, Backbone=Llama3-8B2026.01 | 67.17 | 99.9 | |
| TimeMQA-Llama3-8BBackbone=Llama3-8B2026.01 | 67.15 | 99.9 | |
| Llama3-8B-InstructBackbone=Llama3-8B2026.01 | 67.11 | 99.91 | |
| TimeMQA-Mistral-7BBackbone=Mistral-7B2026.01 | 66.62 | 99.97 | |
| Qwen2.5-7B-InstructBackbone=Qwen2.5-7B2026.01 | 64.16 | 53.66 | |
| Mistral-7B-InstructBackbone=Mistral-7B2026.01 | 62.45 | 89.03 | |
| TimeMQA-Qwen2.5-7BBackbone=Qwen2.5-7B2026.01 | 61.67 | 99.98 | |
| DS-Qwen2.5-7BDistillation=DeepSeek-R1-Distill, Backbone=Qwen2.5-7B2026.01 | 42.83 | 77.37 | |
| Qwen3-8BBackbone=Qwen3-8B2026.01 | 35.71 | 99.92 |