Time-series Forecasting on FundAR (2 day horizon)
0.671MAELoFT-LLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LoFT-LLMLLM=true2025.12 | 0.671 | 1.786 | 45 | |
| FreDFLLM=false2025.12 | 1.027 | 2.53 | 61.2 | |
| FreTSLLM=false2025.12 | 1.031 | 2.484 | 97.5 | |
| GPT4TSLLM=true2025.12 | 1.105 | 2.532 | 60.7 | |
| TimeLLMLLM=true2025.12 | 1.163 | 2.588 | 64 | |
| TimeKANLLM=false2025.12 | 1.202 | 2.718 | 61.8 | |
| iTransformerLLM=false2025.12 | 1.207 | 2.728 | 74.1 | |
| PatchTSTLLM=false2025.12 | 1.212 | 2.706 | 65.6 | |
| TimeXerLLM=false2025.12 | 1.213 | 2.668 | 80.4 | |
| TimesNetLLM=false2025.12 | 1.55 | 3.116 | 71.6 | |
| DLinearLLM=false2025.12 | 1.893 | 3.561 | 125.5 | |
| FITSLLM=false2025.12 | 2.092 | 4.011 | 82.8 | |
| TransformerLLM=false2025.12 | 2.352 | 4.453 | 275.7 |