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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Ana Cleveland

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Aug 2026

Quality-aware multi-source data fusion and enhancement for Medical Concept Normalization using Large Language Models.

This study finds that existing MCN benchmarks present data quality issues and underexplored data fusion potential, and data quality enhancement and LLM-based controlled-variety data augmentation help alleviate overlapping phrases and long-tail issues.

Yuhan Zhou, Ruochi Li, Ana Cleveland et al. · 0 citations

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