Decoupling Perception from Description: Computation-Grounded Representation Alignment between Multivariate Time Series and Language

Xinran Feng, Yi Xie, Chao Zhang +4

Training multimodal models to align time series with language runs into a self-supervision trap. The usual recipe asks an LLM to read a series and write a description, so label qua…