Time-series Forecasting on FundAR 5 day horizon
0.77MAELoFT-LLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LoFT-LLMLLM=true2025.12 | 0.77 | 2.087 | 56.9 | |
| FreDFLLM=false2025.12 | 1.068 | 2.654 | 62.2 | |
| GPT4TSLLM=true2025.12 | 1.115 | 2.618 | 63 | |
| FreTSLLM=false2025.12 | 1.138 | 2.643 | 100.9 | |
| TimeKANLLM=false2025.12 | 1.164 | 2.673 | 60.2 | |
| PatchTSTLLM=false2025.12 | 1.214 | 2.724 | 67.1 | |
| TimeXerLLM=false2025.12 | 1.243 | 2.75 | 76.9 | |
| TimeLLMLLM=true2025.12 | 1.247 | 2.72 | 66.3 | |
| iTransformerLLM=false2025.12 | 1.261 | 2.833 | 78.9 | |
| TimesNetLLM=false2025.12 | 1.551 | 3.102 | 73.2 | |
| DLinearLLM=false2025.12 | 1.903 | 3.579 | 130.9 | |
| FITSLLM=false2025.12 | 2.236 | 4.268 | 87.2 | |
| TransformerLLM=false2025.12 | 2.276 | 4.103 | 212.3 |