Time-series Forecasting on FundAR (3 day horizon)
0.7MAELoFT-LLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LoFT-LLMLLM=true2025.12 | 0.7 | 1.851 | 48.7 | |
| FreDFLLM=false2025.12 | 1.04 | 2.58 | 62.4 | |
| FreTSLLM=false2025.12 | 1.073 | 2.57 | 96.3 | |
| GPT4TSLLM=true2025.12 | 1.151 | 2.614 | 62.5 | |
| PatchTSTLLM=false2025.12 | 1.158 | 2.693 | 67 | |
| TimeLLMLLM=true2025.12 | 1.171 | 2.614 | 67.4 | |
| TimeXerLLM=false2025.12 | 1.21 | 2.682 | 75.9 | |
| TimeKANLLM=false2025.12 | 1.216 | 2.713 | 64 | |
| iTransformerLLM=false2025.12 | 1.246 | 2.808 | 76 | |
| TimesNetLLM=false2025.12 | 1.625 | 3.22 | 74.3 | |
| DLinearLLM=false2025.12 | 1.907 | 3.583 | 127.4 | |
| FITSLLM=false2025.12 | 2.183 | 4.166 | 86.3 | |
| TransformerLLM=false2025.12 | 2.28 | 4.129 | 218.1 |