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cs.AI2026
Ascent: An Agentic System over the Model Context Protocol for Real-World Clinical Data Analysis
Angelo Ziletti, Leonardo D'Ambrosi, Melanie Tuchardt +1
Answering epidemiological questions from real-world clinical data requires medical coding, schema-aware SQL, and validation of implicit choices about populations, denominators, and…
cs.CL2026
Disentangling Ambiguity from Instability in Large Language Models: A Clinical Text-to-SQL Case Study
Angelo Ziletti, Leonardo D'Ambrosi
Deploying large language models for clinical Text-to-SQL requires distinguishing two qualitatively different causes of output diversity: (i) input ambiguity that should trigger cla…