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Anomaly Detection on TMQA OPE

53.2AccuracyT3LLM
27.61634.25840.947.542Dec 27, 2025

Evaluation results

MethodLinks
T3LLMworker_llm=DeepSeek-R1, student_llm=Qwen2.5-14B-Instruct, fine_tune_method=LoRA, lora_rank=64, lora_alpha=1282025.1253.249.4
TSCoT+2025.1252.640.5
TSCoT2025.1251.339.3
ChatTime2025.1248.941.7
Time-MQAimplementation=our implementation2025.1243.237.1
TSTxt2025.1239.836.8
ChatTS2025.1231.329.9
TSEnc2025.1228.624.6