2 papers
cs.CL2026
Beyond Information Seeking: Severity-Aware Question Supervision for Proactive Medical Dialogue
Chenxuan Li, Xinrong Chen, Luyan Zhang +5
Proactive medical dialogue requires an agent to decide what to ask from incomplete patient information. Existing information-seeking approaches commonly prioritize questions that m…
cs.LG2026
Parser Transitions Already Reveal Structural Responsibility: KV Persistence for Structured Generation
Linze Wu, Xinrui Chen
LLM agents use structured generation for JSON, SQL, and function calls. Constrained decoding ensures valid formats, but KV compression can discard history needed for correct functi…