Time-series forecasting on Electricity true news (RMSE)
372.32RMSEOur method
Evaluation Results
| Method | Links | |
|---|---|---|
| Our methodInput=History + Text, Reasoning Module=Deepseek V3.2, PRM Model=Qwen2026.06 | 372.32 | |
| NbeatsInput=History-only2026.06 | 374.55 | |
| LightGBMInput=History-only2026.06 | 383.45 | |
| PatchTSTInput=History-only2026.06 | 397.11 | |
| iTransformerInput=History-only2026.06 | 428.85 | |
| DLinearInput=History-only2026.06 | 468.01 | |
| TimeLLM2026.06 | 505.66 | |
| LoRAInput=History + Text2026.06 | 695.73 | |
| ChronosInput=History-only2026.06 | 765.61 |