Evidence-grounded language models
I build retrieval, knowledge-graph, and multi-agent methods that connect model outputs to authoritative evidence—making high-stakes responses more factual, traceable, and robust.
Ph.D. Student · NLP & Large Language Models
My research grounds LLMs in reliable evidence, adapts responses to the people reading them, and tests whether they remain factual, consistent, and useful.
01 / Research focus
I study how language models can communicate reliable information in high-stakes settings. Working with Dr. Lingzi Hong in the Human-Centered Computing Lab.
I connect evidence-grounded generation, human-adaptive responses, and rigorous evaluation to produce safer AI support for health misinformation and crisis communication.
Research highlights
I build retrieval, knowledge-graph, and multi-agent methods that connect model outputs to authoritative evidence—making high-stakes responses more factual, traceable, and robust.
I study when an AI should ask, answer, adapt, or collaborate—using controllable generation, literacy-aware methods, and human feedback to fit the reader and the moment.
I design benchmarks, metrics, and human studies that test factuality, consistency, audience alignment, actionability, and situational awareness in health and crisis communication.
Selected work
A decision framework that learns when a health-misinformation intervention should ask for clarification and when it should answer directly.
Specialized agents retrieve, summarize, generate, and refine evidence-based counterspeech using static and dynamic sources.
A RAG and reinforcement-learning framework for generating evidence-grounded counterspeech at the reader's health-literacy level.
Latest
Our decision framework studies when a health-misinformation intervention should ask for clarification and when it should answer directly.
Read the paperSciClaimSeekers, SourceMinds, and VeriFind addressed scientific-source retrieval, citation auditing, and numerical claim verification; VeriFind placed second in Task 2.
View 2026 publicationsI began the Computer Science and Engineering program, focusing on trustworthy language systems for health and crisis communication.
View academic journeyI graduated from the University of North Texas with a 4.00/4.00 GPA.
View educationCollaboration