Number your segments in docs and prompt LLM to output numbers of relevant segments instead of actual relevant text to increase speed and reduce cost and increase extraction quality

You can check the how to here https://www.reddit.com/r/MachineLearning/comments/17k6iha/d_relevance_extraction_in_rag_pipelines/?share_id=j0imtSJRhwS2Jz9gDYplj&utm_content=2&utm_medium=ios_app&utm_name=ioscss&utm_source=share&utm_term=1
