Time Series Forecasting on Electricity 10% (train)
0.156MSEOlivia
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OliviaPrediction Length=Avg2026.05 | 0.156 | 0.252 | |
| SEMPOPrediction Length=Avg2026.05 | 0.163 | 0.261 | |
| Time-LLMForecasting Horizon (H)=Avg2026.05 | 0.175 | 0.27 | |
| Time-LLMRatio=10%2026.05 | 0.175 | 0.27 | |
| Time-LLMPrediction Length=Avg2026.05 | 0.175 | 0.27 | |
| GPT4TSForecasting Horizon (H)=Avg2026.05 | 0.176 | 0.269 | |
| GPT4TSRatio=10%2026.05 | 0.176 | 0.269 | |
| GPT-4TSPrediction Length=Avg2026.05 | 0.176 | 0.269 | |
| S²IP-LLMPrediction Length=Avg2026.05 | 0.178 | 0.273 | |
| VisionTSForecasting Horizon (H)=Avg2026.05 | 0.18 | 0.265 | |
| PatchTSTForecasting Horizon (H)=Avg2026.05 | 0.18 | 0.273 | |
| DLinearForecasting Horizon (H)=Avg2026.05 | 0.18 | 0.28 | |
| VisionTSRatio=10%2026.05 | 0.18 | 0.265 | |
| PatchTSTRatio=10%2026.05 | 0.18 | 0.273 | |
| DLinearRatio=10%2026.05 | 0.18 | 0.28 | |
| DLinearPrediction Length=Avg2026.05 | 0.18 | 0.28 | |
| PatchTSTPrediction Length=Avg2026.05 | 0.18 | 0.273 | |
| TTMPrediction Length=Avg2026.05 | 0.181 | 0.274 | |
| iTransformerPrediction Length=Avg2026.05 | 0.196 | 0.293 | |
| Time-VLMForecasting Horizon (H)=Avg2026.05 | 0.198 | 0.291 | |
| Time-VLMRatio=10%2026.05 | 0.198 | 0.291 | |
| SSDAForecasting Horizon (H)=Avg2026.05 | 0.199 | 0.268 | |
| SSDARatio=10%2026.05 | 0.199 | 0.29 | |
| TimesNetForecasting Horizon (H)=Avg2026.05 | 0.323 | 0.392 | |
| TimesNetRatio=10%2026.05 | 0.323 | 0.392 | |
| TimesNetPrediction Length=Avg2026.05 | 0.323 | 0.392 | |
| FEDformerForecasting Horizon (H)=Avg2026.05 | 0.346 | 0.427 | |
| FEDformerRatio=10%2026.05 | 0.346 | 0.427 | |
| FEDformerPrediction Length=Avg2026.05 | 0.346 | 0.427 | |
| StationaryPrediction Length=Avg2026.05 | 0.444 | 0.48 | |
| InformerForecasting Horizon (H)=Avg2026.05 | 1.195 | 0.891 | |
| InformerRatio=10%2026.05 | 1.195 | 0.891 |