2 papers
cs.AI2026
Deep reflective reasoning in interdependence constrained structured data extraction from clinical notes for digital health
Jingwei Huang, Kuroush Nezafati, Zhikai Chi +9
Extracting structured information from clinical notes requires navigating a dense web of interdependent variables where the value of one attribute logically constrains others. Exis…
cs.AI2025
Large Language Models Powered Multiagent Ensemble for Mitigating Hallucination and Efficient Atrial Fibrillation Annotation of ECG Reports
Jingwei Huang, Kuroush Nezafati, Ismael Villanueva-Miranda +13
This study introduces a LLMs powered multiagent ensemble method to address challenges in hallucination and data labeling, particularly in large-scale EHR datasets. Manual labeling…