Semantic processing involves the interpretation and understanding of meaning in language, enabling machines to process and respond to human language in a contextually relevant manner. It is crucial for tasks such as natural language understanding, information retrieval, and sentiment analysis, where the goal is to comprehend not just the words themselves but the ideas and relationships they convey.