Time-series Forecasting on FundAR 7 day horizon
0.824MAELoFT-LLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LoFT-LLMLLM=true2025.12 | 0.824 | 2.546 | 0.615 | |
| FreDFLLM=false2025.12 | 1.066 | 2.655 | 0.634 | |
| FreTSLLM=false2025.12 | 1.076 | 2.598 | 1.046 | |
| GPT4TSLLM=true2025.12 | 1.148 | 2.639 | 0.629 | |
| PatchTSTLLM=false2025.12 | 1.209 | 2.745 | 0.667 | |
| TimeKANLLM=false2025.12 | 1.216 | 2.767 | 0.655 | |
| TimeLLMLLM=true2025.12 | 1.218 | 2.695 | 0.665 | |
| iTransformerLLM=false2025.12 | 1.258 | 2.835 | 0.762 | |
| TimeXerLLM=false2025.12 | 1.258 | 2.761 | 0.785 | |
| TimesNetLLM=false2025.12 | 1.586 | 3.155 | 0.736 | |
| DLinearLLM=false2025.12 | 1.89 | 3.553 | 1.383 | |
| FITSLLM=false2025.12 | 2.237 | 4.275 | 0.89 | |
| TransformerLLM=false2025.12 | 2.278 | 4.108 | 2.122 |