Time-series Forecasting on FundAR 4 day horizon (test)
0.703MAELoFT-LLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LoFT-LLMLLM=true2025.12 | 0.703 | 1.878 | 0.5 | |
| FreDFLLM=false2025.12 | 1.053 | 2.626 | 0.631 | |
| FreTSLLM=false2025.12 | 1.135 | 2.637 | 0.999 | |
| PatchTSTLLM=false2025.12 | 1.159 | 2.694 | 0.673 | |
| TimeKANLLM=false2025.12 | 1.213 | 2.735 | 0.679 | |
| TimeLLMLLM=true2025.12 | 1.227 | 2.688 | 0.691 | |
| GPT4TSLLM=true2025.12 | 1.228 | 2.729 | 0.646 | |
| iTransformerLLM=false2025.12 | 1.23 | 2.783 | 0.752 | |
| TimeXerLLM=false2025.12 | 1.314 | 2.848 | 0.792 | |
| TimesNetLLM=false2025.12 | 1.608 | 3.198 | 0.723 | |
| DLinearLLM=false2025.12 | 1.919 | 3.599 | 1.399 | |
| FITSLLM=false2025.12 | 2.224 | 4.258 | 0.842 | |
| TransformerLLM=false2025.12 | 2.278 | 4.133 | 2.225 |