An Empirical Evaluation of Prompting Strategies for Large Language Models in Zero-Shot Clinical Natural Language Processing: Algorithm Development and Validation Study - Sivarajkumar, Sonish; Kelley, Mark; Samolyk-Mazzanti, Alyssa; Visweswaran, Shyam; Wang, Yanshan (JMIR medical informatics, 2024)
Keywords: Annotations; Classification; Datasets; Drug dosages; Engineering; Evidence-based medicine; Language; Large language models; Medical research; Natural language processing; Original Paper; Performance evaluation; Text categorization; GPT; ensemble; language; LLM; clinical information; large language model; clinical data; in-context learning; evaluation; NLP; few shot; prompting; LLaMA-2; prompts; prompt engineering; models; natural language processing; LLMs; heuristic; language model; extraction; machine learning; zero-shot; BARD; prompt; Gemini