Time Series Forecasting on TMQA OPE
7,586.28RMSET3LLM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| T3LLMworker_llm=DeepSeek-R1, student_llm=Qwen2.5-14B-Instruct, fine_tune_method=LoRA, lora_rank=64, lora_alpha=1282025.12 | 7,586.28 | 545.337 | |
| ChatTime2025.12 | 11,926.354 | 628.367 | |
| TSCoT2025.12 | 12,321.533 | 640.241 | |
| TSCoT+2025.12 | 12,359.176 | 658.964 | |
| TSTxt2025.12 | 15,273.367 | 666.316 | |
| Time-MQAimplementation=our implementation2025.12 | 17,659.672 | 776.128 | |
| TSEnc2025.12 | 24,682.469 | 943.354 | |
| ChatTS2025.12 | 26,543.138 | 934.681 |