Candidate Name: Zhaocong Yang Program: Computing and Information Systems, Ph.D. Committee Chair: Dr. Jing Yang Committee Members: Dr. Aidong Lu, Dr. Xiang Zhang, Dr. Martha-Cary Eppes Abstract: This dissertation addresses two challenges in LLM-assisted data exploration: (1) how to integrate knowledge from scholarly literature into data analysis, and (2) how to make the evidence and operations behind AI-generated results inspectable. I first introduce literature-derived insights (LD-insights), which extract, structure, attribute, and synthesize findings across publications, aligned with an emp…
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