Rationale-Grounded In-Context Learning for Time Series Reasoning with Multimodal Large Language Models

Qingxiang Liu, Zhiqing Cui, Xiaoliang Luo +7

The underperformance of existing multimodal large language models for time series reasoning lies in the absence of rationale priors that connect temporal observations to their down…