Span-based annotation framework for LLM-based clinical named entity recognition: development and validation using Korean emergency department notes

This study introduced a novel span-based annotation framework for LLM-based clinical NER verified by three independent experiments. In multilingual and real-world clinical settings, LLMs have proven in handling complex entity spans that include word-level and phrase-level annotations, particularly for long and attribute-rich entities.