In the LLM Synonym Retriever, after the query is expanded with synonyms generated by the language model, these synonyms are used directly to search for matching nodes in the property graph. The retrieval process relies on exact or close matches to the expanded keywords rather than using vector-based similarity to find semantically similar nodes.