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Time Series Classification on TMQA OPE

57.2AccT3LLM
30.99237.79644.651.404Dec 27, 2025

Evaluation results

MethodLinks
T3LLMworker_llm=DeepSeek-R1, student_llm=Qwen2.5-14B-Instruct, fine_tune_method=LoRA, lora_rank=64, lora_alpha=1282025.1257.233.6
TSCoT2025.1249.529.3
TSCoT+2025.1248.331.7
Time-MQAimplementation=our implementation2025.1247.828.7
ChatTime2025.1243.927.1
ChatTS2025.1239.326.6
TSTxt2025.1238.725.7
TSEnc2025.123227.4