Anomaly Detection on TimeMQA
86.25AccuracyCADE
Evaluation results
| Method | Links | |
|---|---|---|
| CADEmodel size=0.6B, backbone=encoder-based2026.06 | 86.25 | |
| CADE2026.06 | 86.25 | |
| Frozen Time-MoE2026.06 | 84.75 | |
| ITFormer2026.06 | 84 | |
| CADE w/o SupCon2026.06 | 83.5 | |
| Frozen Random Linear2026.06 | 82 | |
| PATRA-7BModel Type=Open-source Models, Backbone=TimeMQA2026.02 | 74 | |
| Qwen-2.5-7BModel Type=Open-source Models, Backbone=TimeMQA2026.02 | 68 | |
| GPT-4oModel Type=Proprietary Models2026.02 | 64 | |
| Time-MQA (Full FT)2026.06 | 62 | |
| DeepSeek-V3.2mode=zero-shot, serialization=text2026.06 | 59.75 | |
| Time-MQA2026.06 | 59.75 | |
| Mistral-7BModel Type=Open-source Models, Backbone=TimeMQA2026.02 | 58 | |
| Llama-3-8BModel Type=Open-source Models, Backbone=TimeMQA2026.02 | 54 | |
| DoubaoModel Type=Proprietary Models2026.02 | 52 |