Junjun Zhang

A Metric-Aware Analysis of Trigger-Guided Adapter Training for Hallucination Mitigation

TruthShield is presented, a metric-aware trigger-guided QLoRA adapter training and evaluation pipeline for hallucination-aware language model adaptation and suggests that trigger-guided adapter training may learn surface-level response patterns without clear evidence of semantic hallucination mitigation under the current single-judge setting.