PATRA: Pattern-Aware Alignment and Balanced Reasoning for Time Series Question Answering

Junkai Lu, Peng Chen, Xingjian Wu +4

Time series reasoning demands both the perception of complex dynamics and logical depth. However, existing LLM-based approaches exhibit two limitations: they often treat time serie…