Guideline-as-Oracle: Zero-Annotation Training of an Ophthalmic Telephone Triage Agent
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 rules into dialogues is itself a design problem, we cat
Record details
Published: 5 August 2026
Source: arXiv cs.AI
Category: Research
Topics: Privacy · Healthcare · Agents & autonomy
Retrieved: 6 August 2026
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ethics.ai (5 August 2026), “Guideline-as-Oracle: Zero-Annotation Training of an Ophthalmic Telephone Triage Agent,” evidence record 16938, https://ethics.ai/record/16938 (originally published by arXiv cs.AI).
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