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Author

Diya Saha

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Review Open access Sep 2026

Practical Guide to Large Language Models for Information Extraction in Behavioral Health Notes: Tutorial

Abstract Background Mental health clinical notes contain decision-critical information often absent from structured electronic health record fields. Large language models (LLMs) can extract clinically relevant signals from narrative text; however, variability in output format, limited reproducibility, and inconsistent...

Diya Saha, J. Edgcomb · 0 citations

RegNLI: Detecting Online Product Misbranding through Regulatory and Linguistic Alignment

This work introduces RegNLI, a novel framework that formulates misbranding detection as a inference task between product claims and regulatory provisions, and builds a foundation for compliance-aware NLP systems and opens new directions for integrating formal reasoning with neural architectures in regulatory domains.

Diya Saha, Tirthankar Abhishek Bharadwaj Varanasi, Manjira Sinha · 0 citations

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