Time Series Classification on TMQA OPE
57.2AccT3LLM
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 | 57.2 | 33.6 | |
| TSCoT2025.12 | 49.5 | 29.3 | |
| TSCoT+2025.12 | 48.3 | 31.7 | |
| Time-MQAimplementation=our implementation2025.12 | 47.8 | 28.7 | |
| ChatTime2025.12 | 43.9 | 27.1 | |
| ChatTS2025.12 | 39.3 | 26.6 | |
| TSTxt2025.12 | 38.7 | 25.7 | |
| TSEnc2025.12 | 32 | 27.4 |