Temporal Information Extraction involves identifying and understanding time-related data within textual content, enabling systems to recognize and process temporal expressions and temporal relations. This is crucial for applications like timeline generation, event sequencing, and temporal question answering, enhancing the ability to infer and predict temporal dynamics in data.