Multimodal Collaborative Debate for Zero-Shot Time Series Reasoning

Patara Trirat, Jin Myung Kwak, Jay Heo +2

Large language models (LLMs) are increasingly used as natural-language interfaces to structured data, yet they remain brittle when reasoning over time series. Visual patterns can b…