Hallucination Detection-Guided Preference Optimization for Clinical Summarization

In three linesPreference optimization method guided by hallucination detection to improve clinical summarization reliability. On Llama-3.1-8B-Instruct, reduces hallucinations by 24% at inference and 48% after fine-tuning, preserving fluency. Evaluated on MIMIC-IV.

Summary generated by Claude — human-verified