A three-turn prompting framework, ReasonTSC, boosts LLM time series classification by fusing pattern analysis with plug-in model scores, but its evaluation leaks test-set labels into the prompts and overstates the gains.
Approaches and applications of early classification of time series: A review
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Enhancing LLM Reasoning for Time Series Classification by Tailored Thinking and Fused Decision
A three-turn prompting framework, ReasonTSC, boosts LLM time series classification by fusing pattern analysis with plug-in model scores, but its evaluation leaks test-set labels into the prompts and overstates the gains.