Time-series Forecasting on Solar Few-shot (MAE, RMSE, MAPE)
0.052MAELoFT-LLM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LoFT-LLMprotocol=few-shot2025.12 | 0.052 | 0.11 | 0.522 | |
| FreTSprotocol=few-shot2025.12 | 0.074 | 0.116 | 1.504 | |
| TimeLLMprotocol=few-shot2025.12 | 0.083 | 0.132 | 2.8 | |
| TimeKANprotocol=few-shot2025.12 | 0.084 | 0.126 | 1.723 | |
| GPT4TSprotocol=few-shot2025.12 | 0.093 | 0.139 | 3.52 | |
| TimeXerprotocol=few-shot2025.12 | 0.095 | 0.13 | 3.518 | |
| FreDFprotocol=few-shot2025.12 | 0.096 | 0.138 | 2.122 | |
| iTransformerprotocol=few-shot2025.12 | 0.102 | 0.139 | 2.792 | |
| TimesNetprotocol=few-shot2025.12 | 0.117 | 0.163 | 4.439 |