Time Series Forecasting on ETTm2 (10% train)
0.248MSES²IP-LLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| S²IP-LLMPrediction Length=Avg2026.05 | 0.248 | 0.313 | |
| SEMPOPrediction Length=Avg2026.05 | 0.255 | 0.315 | |
| OliviaPrediction Length=Avg2026.05 | 0.256 | 0.315 | |
| Time-VLMRatio=10%2026.05 | 0.263 | 0.323 | |
| SSDARatio=10%2026.05 | 0.27 | 0.32 | |
| Time-LLMRatio=10%2026.05 | 0.277 | 0.323 | |
| Time-LLMPrediction Length=Avg2026.05 | 0.277 | 0.323 | |
| TTMPrediction Length=Avg2026.05 | 0.281 | 0.327 | |
| VisionTSRatio=10%2026.05 | 0.292 | 0.342 | |
| GPT4TSRatio=10%2026.05 | 0.293 | 0.335 | |
| GPT-4TSPrediction Length=Avg2026.05 | 0.293 | 0.335 | |
| PatchTSTRatio=10%2026.05 | 0.296 | 0.343 | |
| PatchTSTPrediction Length=Avg2026.05 | 0.296 | 0.343 | |
| DLinearRatio=10%2026.05 | 0.316 | 0.368 | |
| DLinearPrediction Length=Avg2026.05 | 0.316 | 0.368 | |
| TimesNetRatio=10%2026.05 | 0.32 | 0.353 | |
| TimesNetPrediction Length=Avg2026.05 | 0.32 | 0.353 | |
| StationaryPrediction Length=Avg2026.05 | 0.332 | 0.366 | |
| iTransformerPrediction Length=Avg2026.05 | 0.336 | 0.373 | |
| FEDformerRatio=10%2026.05 | 0.463 | 0.488 | |
| FEDformerPrediction Length=Avg2026.05 | 0.463 | 0.488 | |
| InformerRatio=10%2026.05 | 3.37 | 1.44 |