Key points meaning refers to the study of semantics, which explores the understanding and communication of meaning in language. It plays a crucial role in AI, enabling machines to comprehend human text, and in data organization with ontologies and taxonomies. Semantics is essential for understanding synonyms, antonyms, and homonyms, and overcoming ambiguity through conceptual graphs and natural language processing.