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A study of large language models for patient information extraction: Model architecture, fine-tuning strategy, and multi-task instruction tuning

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Background: Natural language processing (NLP) is a key technology to extract patient information from clinical narratives to support healthcare applications. The rapid development of large language models (LLMs) has revolutionize... ...