LLM-Guided Task-Semantic Field Factorization for Industrial Process Forecasting
An offline LLM-guided input factorization that lets each numerical window activate task-aware variable semantics before a standard forecasting backbone.
LLM-Guided Measurement Credibility Correction for Trustworthy Industrial Process Inference
A pre-inference correction framework that uses measurement semantics to build independent references for locally inconsistent industrial signals.