What is query rewriting (RewriteQueryTransformer)? Why does it improve RAG quality?

Conversational follow-up queries ("what about its price?") are ambiguous to a vector search on their own. RewriteQueryTransformer uses an LLM to turn them into standalone, specific queries first; MultiQueryExpander generates several variants to improve recall — both plug into RetrievalAugmentationAdvisor.