Upgrade the Retriever First: What an LLM Call per Chunk Buys in RAG.

arXiv:2603.23533v4 Announce Type: replace-cross Abstract: Many RAG pipelines pay one LLM call per chunk at indexing time to add titles, summaries, keywords and questions (enrichment) or document context (contextual retrieval, CR). We ask what that call buys ov