Time-series Forecasting on FundAR 8 day horizon
0.922MAELoFT-LLM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LoFT-LLMLLM=true2025.12 | 0.922 | 2.595 | 69.5 | |
| FreDFLLM=false2025.12 | 1.109 | 2.681 | 64.4 | |
| GPT4TSLLM=true2025.12 | 1.119 | 2.632 | 62.2 | |
| FreTSLLM=false2025.12 | 1.139 | 2.655 | 113.4 | |
| TimeKANLLM=false2025.12 | 1.203 | 2.705 | 66.3 | |
| TimeLLMLLM=true2025.12 | 1.206 | 2.685 | 66.3 | |
| PatchTSTLLM=false2025.12 | 1.227 | 2.766 | 67.5 | |
| TimeXerLLM=false2025.12 | 1.276 | 2.783 | 76.9 | |
| iTransformerLLM=false2025.12 | 1.278 | 2.847 | 76.6 | |
| TimesNetLLM=false2025.12 | 1.602 | 3.183 | 72.4 | |
| DLinearLLM=false2025.12 | 1.903 | 3.569 | 145 | |
| FITSLLM=false2025.12 | 2.256 | 4.308 | 89.5 | |
| TransformerLLM=false2025.12 | 2.279 | 4.114 | 211.6 |