Authority Inversion in LLM-Mediated Ubiquitous Systems: When Models Trust Users Over Sensors

Long Zhang, Zi-bo Qin, Wei-neng Chen

Large language models (LLMs) increasingly fuse heterogeneous inputs in ubiquitous systems. Yet, how LLMs implicitly allocate authority when sensor measurements and user claims conf…