arxivcs.LGcs.AIeess.SY2026-07-07
Open-Ended Scenario Reasoning for Specialist Model Adaptation
Youcheng Zong, Runda Jia, Ranmeng Lin, Mingxuan Ren, Dakuo He
Process industries have accumulated validated specialist models, yet sensor drift, feedstock variation, and regime switching cause these models to degrade systematically in new scenarios. Collecting new labeled data and retraining is costly, while continuing with the original mod…