Time series regression on Finance dataset (test)
4.161RMSETimeXL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TimeXLtype=LLM-based2025.03 | 4.161 | 2.844 | 2.035 | |
| TimeCAPtype=LLM-based2025.03 | 4.456 | 3.088 | 2.196 | |
| PromptCasttype=LLM-based2025.03 | 4.728 | 3.227 | 2.306 | |
| MM-PatchTSTtype=LLM-based, multimodal=true2025.03 | 5.117 | 3.493 | 2.491 | |
| MM-iTransformertype=LLM-based, multimodal=true2025.03 | 5.454 | 3.789 | 2.687 | |
| FSCAtype=LLM-based2025.03 | 5.511 | 3.873 | 2.72 | |
| PatchTST2025.03 | 5.676 | 4.042 | 2.853 | |
| iTransformer2025.03 | 5.877 | 4.023 | 2.863 | |
| Time-LLMtype=LLM-based2025.03 | 6.396 | 4.534 | 3.238 | |
| TimeMixer2025.03 | 6.651 | 4.703 | 3.349 | |
| OFAtype=LLM-based2025.03 | 6.906 | 4.862 | 3.463 | |
| TimesNet2025.03 | 6.978 | 4.928 | 3.512 | |
| FreTS2025.03 | 7.098 | 4.886 | 3.46 | |
| TimeCMAtype=LLM-based2025.03 | 7.187 | 5.083 | 3.62 | |
| Crossformer2025.03 | 7.205 | 5.313 | 3.808 | |
| Autoformer2025.03 | 7.215 | 5.68 | 4.263 | |
| TSMixer2025.03 | 7.447 | 5.509 | 3.911 | |
| DLinear2025.03 | 7.871 | 6.4 | 4.727 | |
| LLMTimetype=LLM-based2025.03 | 11.545 | 5.3 | 3.774 |