The role of semantic search in improving search engine results is to enhance the relevance and context of search queries. Unlike traditional search that relies on keyword matching, semantic search utilizes natural language processing and machine learning to understand the intent behind queries. This allows search engines to provide more accurate results by considering context, synonyms, and relationships between terms, ultimately leading to a better user experience.