Long-term Time Series Forecasting on ETTh1 and ETTh2
0.353MSETIME-LLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TIME-LLMEvaluation Protocol=Zero-shot2023.10 | 0.353 | 0.387 | |
| PatchTSTEvaluation Protocol=Zero-shot2023.10 | 0.38 | 0.405 | |
| GPT4TSEvaluation Protocol=Zero-shot2023.10 | 0.406 | 0.422 | |
| TimesNetEvaluation Protocol=Zero-shot2023.10 | 0.421 | 0.431 | |
| TIME-LLMEvaluation Protocol=Zero-shot2023.10 | 0.479 | 0.474 | |
| DLinearEvaluation Protocol=Zero-shot2023.10 | 0.493 | 0.488 | |
| PatchTSTEvaluation Protocol=Zero-shot2023.10 | 0.565 | 0.513 | |
| DLinearEvaluation Protocol=Zero-shot2023.10 | 0.703 | 0.574 | |
| GPT4TSEvaluation Protocol=Zero-shot2023.10 | 0.757 | 0.578 | |
| TimesNetEvaluation Protocol=Zero-shot2023.10 | 0.865 | 0.621 | |
| LLMTimeEvaluation Protocol=Zero-shot2023.10 | 0.992 | 0.708 | |
| LLMTimeEvaluation Protocol=Zero-shot2023.10 | 1.961 | 0.981 |