Time-series Forecasting on FundAR 10 day horizon
0.913MAELoFT-LLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LoFT-LLMLLM=true2025.12 | 0.913 | 2.567 | 0.746 | |
| GPT4TSLLM=true2025.12 | 1.169 | 2.653 | 0.636 | |
| FreDFLLM=false2025.12 | 1.178 | 2.73 | 0.701 | |
| FreTSLLM=false2025.12 | 1.2 | 2.709 | 1.105 | |
| TimeKANLLM=false2025.12 | 1.233 | 2.783 | 0.631 | |
| PatchTSTLLM=false2025.12 | 1.253 | 2.794 | 0.685 | |
| TimeLLMLLM=true2025.12 | 1.267 | 2.757 | 0.692 | |
| TimeXerLLM=false2025.12 | 1.302 | 2.814 | 0.784 | |
| iTransformerLLM=false2025.12 | 1.34 | 2.924 | 0.793 | |
| TimesNetLLM=false2025.12 | 1.622 | 3.205 | 0.751 | |
| DLinearLLM=false2025.12 | 1.931 | 3.61 | 1.483 | |
| TransformerLLM=false2025.12 | 2.279 | 4.114 | 2.104 | |
| FITSLLM=false2025.12 | 2.299 | 4.394 | 0.923 |