TimeML is a robust markup language specifically designed for annotating temporal information and events within text, facilitating advanced temporal reasoning and information extraction. It provides a standardized framework to represent complex temporal expressions, events, and their relationships, enabling more accurate computational understanding of time-related data in natural language processing tasks.