Trustworthiness Costs of Domain Adaptation in Small Language Models:A Cross-Architecture Empirical Study

Domain adaptation of small language models (SLMs) has emerged as a practical strategy for deploying capable NLP systems in resource-constrained, high-stakes environments including healthcare, legal services, and financial analysis. While performance gains from parameter-efficient fine-tuning are wel