When Not to Answer: Confidence-Aware Response Control for Hallucination Reduction in Consumer Rights Question Answering
Large Language Models (LLMs) are increasingly deployed in high-stakes domains such as legal assistance and consumer rights support, where response accuracy is of paramount importance; however, a critical challenge in such deployments is hallucination-the generation of factually incorrect or unverified statements that m...