madhav.gupta@polytechnique.edu

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Project

Zero-Shot Clinical Note Scoring

BioBERTZero-ShotHealthcare NLP

Built a zero-shot NLP pipeline using BioBERT-based Question Answering and Named Entity Recognition to score clinical patient notes against medical rubrics.

The prototype reached a 68.2% F1-score while reducing reliance on supervised data and improving explainability.