Time-series Forecasting on Solar 3 hour prediction horizon (test)
0.038MAELoFT-LLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LoFT-LLMLLM=true2025.12 | 0.038 | 0.085 | 0.366 | |
| FreTSLLM=false2025.12 | 0.044 | 0.087 | 0.66 | |
| iTransformerLLM=false2025.12 | 0.047 | 0.088 | 0.659 | |
| TimesNetLLM=false2025.12 | 0.05 | 0.091 | 0.773 | |
| FreDFLLM=false2025.12 | 0.053 | 0.097 | 0.83 | |
| TimeXerLLM=false2025.12 | 0.054 | 0.091 | 1.048 | |
| PatchTSTLLM=false2025.12 | 0.056 | 0.092 | 1.214 | |
| GPT4TSLLM=true2025.12 | 0.056 | 0.1 | 0.947 | |
| TimeLLMLLM=true2025.12 | 0.056 | 0.09 | 0.673 | |
| TimeKANLLM=false2025.12 | 0.058 | 0.095 | 1.258 | |
| TransformerLLM=false2025.12 | 0.059 | 0.099 | 1.105 | |
| DLinearLLM=false2025.12 | 0.072 | 0.115 | 1.897 | |
| FITSLLM=false2025.12 | 0.093 | 0.13 | 2.354 |