Biomedical natural language processing (NLP) encompasses methods for the automatic retrieval, extraction, and summarization of information found in clinical notes, published literature, social media, and other (unstructured) free-text data sources. With its renaissance through the development of large language models (LLMs), new strategies for understanding free-text and working with this data source are seeing a renewal of interest in multiple ways.