Time Series Imputation on TMQA OPE
1,320.905RMSET3LLM
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 | 1,320.905 | 50.204 | |
| ChatTime2025.12 | 2,791.376 | 64.913 | |
| TSCoT+2025.12 | 2,887.367 | 70.851 | |
| TSCoT2025.12 | 2,900.958 | 72.611 | |
| TSTxt2025.12 | 3,008.981 | 75.715 | |
| Time-MQAimplementation=our implementation2025.12 | 3,122.176 | 78.911 | |
| ChatTS2025.12 | 4,356.167 | 90.348 | |
| TSEnc2025.12 | 4,668.367 | 94.359 |