A 70-row table compiled from ophthalmology guidelines can label 3,000 synthetic dialogues, and fine-tuning a 9B model on them improves agreement with an author-defined reference from 61.7% to 74.1% and emergent recall from 9.5% to 69.0%.
and De Sa, Christopher and Wu, Sen and Selsam, Daniel and R\'
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Guideline-as-Oracle: Zero-Annotation Training of an Ophthalmic Telephone Triage Agent
A 70-row table compiled from ophthalmology guidelines can label 3,000 synthetic dialogues, and fine-tuning a 9B model on them improves agreement with an author-defined reference from 61.7% to 74.1% and emergent recall from 9.5% to 69.0%.