Time Series Forecasting on M3 (test)
12.56SMAPESE-LLM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SE-LLMSetting=Zero-shot2025.08 | 12.56 | — | — | — | |
| AutoTimesSource Dataset=M4, Evaluation Protocol=Zero-shot2024.02 | 12.75 | — | — | — | |
| AutoTimesSetting=Zero-shot2025.08 | 12.75 | — | — | — | |
| GPT4TSmode=Zero-shot, transfer_direction=M4→M32026.03 | 13.05 | 13.74 | 10.78 | 14.63 | |
| FPTSource Dataset=M4, Evaluation Protocol=Zero-shot2024.02 | 13.06 | — | — | — | |
| PatchTSTSource Dataset=M4, Evaluation Protocol=Zero-shot2024.02 | 13.06 | — | — | — | |
| FPTSetting=Zero-shot2025.08 | 13.06 | — | — | — | |
| ReformerSource Dataset=M4, Evaluation Protocol=Zero-shot2024.02 | 13.37 | — | — | — | |
| ReformerSetting=Zero-shot2025.08 | 13.37 | — | — | — | |
| PatchTSTSetting=Zero-shot2025.08 | 13.39 | — | — | — | |
| LightTSmode=Zero-shot, transfer_direction=M4→M32026.03 | 13.41 | 13.78 | 11.28 | 15.18 | |
| FEDFormerSource Dataset=M4, Evaluation Protocol=Zero-shot2024.02 | 13.53 | — | — | — | |
| FEDformerSetting=Zero-shot2025.08 | 13.53 | — | — | — | |
| DLinearSource Dataset=M4, Evaluation Protocol=Zero-shot2024.02 | 14.03 | — | — | — | |
| DlinearSetting=Zero-shot2025.08 | 14.03 | — | — | — | |
| Reformermode=Zero-shot, transfer_direction=M4→M32026.03 | 14.1 | 15.65 | 11.05 | 15.6 | |
| TimesNetSource Dataset=M4, Evaluation Protocol=Zero-shot2024.02 | 14.17 | — | — | — | |
| TimesNetSetting=Zero-shot2025.08 | 14.17 | — | — | — | |
| TStationarymode=Zero-shot, transfer_direction=M4→M32026.03 | 14.25 | 14.98 | 11.68 | 16.09 | |
| FEDformermode=Zero-shot, transfer_direction=M4→M32026.03 | 14.51 | 13.88 | 11.51 | 18.15 | |
| TimeNetmode=Zero-shot, transfer_direction=M4→M32026.03 | 14.56 | 15.65 | 11.87 | 16.16 | |
| One-for-Allmode=Zero-shot, transfer_direction=M4→M32026.03 | 15.1 | 19.23 | 11.77 | 14.3 | |
| NSFormerSource Dataset=M4, Evaluation Protocol=Zero-shot2024.02 | 15.29 | — | — | — | |
| InformerSource Dataset=M4, Evaluation Protocol=Zero-shot2024.02 | 15.82 | — | — | — | |
| InformerSetting=Zero-shot2025.08 | 15.82 | — | — | — | |
| Autoformermode=Zero-shot, transfer_direction=M4→M32026.03 | 18.98 | 14.55 | 17.34 | 25.06 | |
| Informermode=Zero-shot, transfer_direction=M4→M32026.03 | 19.63 | 18.54 | 16.9 | 23.45 | |
| ETSformermode=Zero-shot, transfer_direction=M4→M32026.03 | 29.69 | 27.84 | 36.13 | 25.11 |