Short-term time series forecasting on M3 Quarterly
9.06SMAPEF-LLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| F-LLMZero-shot forecasting=true, Train Dataset=M42026.02 | 9.06 | — | — | |
| AutoTimesZero-shot forecasting=true, Train Dataset=M42026.02 | 9.35 | — | — | |
| FEDformerZero-shot forecasting=true, Train Dataset=M42026.02 | 9.48 | — | — | |
| PatchTSTZero-shot forecasting=true, Train Dataset=M42026.02 | 9.62 | — | — | |
| DLinearZero-shot forecasting=true, Train Dataset=M42026.02 | 9.74 | — | — | |
| ReformerZero-shot forecasting=true, Train Dataset=M42026.02 | 9.76 | — | — | |
| FPTZero-shot forecasting=true, Train Dataset=M42026.02 | 10.13 | — | — | |
| TimesNetForecasting horizon=8, Zero-shot=true2023.10 | 10.41 | 3.31 | 14 | |
| TIME-LLMForecasting horizon=8, Zero-shot=true2023.10 | 11.171 | 3.282 | 15.1 | |
| TimesNetZero-shot forecasting=true, Train Dataset=M42026.02 | 12.26 | — | — | |
| PatchTSTForecasting horizon=8, Zero-shot=true2023.10 | 12.38 | 2.401 | 15.4 | |
| NSformerZero-shot forecasting=true, Train Dataset=M42026.02 | 12.56 | — | — | |
| N-HITSForecasting horizon=8, Zero-shot=true2023.10 | 12.616 | 4.271 | 16.8 | |
| FEDformerForecasting horizon=8, Zero-shot=true2023.10 | 12.927 | 3.653 | 17.4 | |
| InformerZero-shot forecasting=true, Train Dataset=M42026.02 | 13 | — | — | |
| GPT4TSForecasting horizon=8, Zero-shot=true2023.10 | 14.453 | 5.035 | 20.3 | |
| DLinearForecasting horizon=8, Zero-shot=true2023.10 | 15.028 | 2.793 | 19.6 | |
| N-BEATSForecasting horizon=8, Zero-shot=true2023.10 | 18.64 | 4.612 | 24.7 |