2 papers
cs.CL2026
Bridging Human Interpretation and Machine Representation: A Landscape of Qualitative Data Analysis in the LLM Era
Xinyu Pi, Qisen Yang, Chuong Nguyen +1
LLMs are increasingly used to support qualitative research, yet existing systems produce outputs that vary widely--from trace-faithful summaries to theory-mediated explanations and…
cs.CL2026
LOGOS: LLM-driven End-to-End Grounded Theory Development and Schema Induction for Qualitative Research
Xinyu Pi, Qisen Yang, Chuong Nguyen
Grounded theory offers deep insights from qualitative data, but its reliance on expert-intensive manual coding presents a major scalability bottleneck. Existing computational tools…