Guideline-as-Oracle: Zero-Annotation Training of an Ophthalmic Telephone Triage Agent

Excerpt

arXiv:2608.04772v2 Announce Type: replace Abstract: Scaling supervision for multi-turn medical agents is difficult because expert dialogue annotation is costly and clinical conversations are privacy-restricted. We introduce Guideline-as-Oracle (GAO), which compiles American Academy of Ophthalmology guidance into a 70-row operational rule table and uses it as the sole source of instance-level supervision for 3,000 training dialogues, reserving human labeling for evaluation. Because converting rul