Papers by John Michael Giorgi
From Feedback to Checklists: Grounded Evaluation of AI-Generated Clinical Notes (2025.emnlp-industry)
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| Challenge: | Existing automated metrics fail to align with real-world physician preferences. |
| Approach: | They propose a pipeline that distills real user feedback into structured checklists for note evaluation that are interpretable, grounded in human feedback, and enforceable by LLM-based evaluators. |
| Outcome: | The proposed checklist outperforms baseline evaluations in coverage, diversity, and predictive power for human ratings. |