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Introduction#Using search systems in conjunction with a large language model (LLM) is a common paradigm for enabling language models to access data beyond their training corpus. This approach, broadly known as retrieval-augmented-generation (RAG), has traditionally relied on single-stage retrieval pipelines composed of vector search, lexical search, or regular expression matching, optionally followed by a learned reranker. While effective for straightforward lookup queries, these pipelines are fundamentally limited: they assume that the information needed to answer a question can be retrieved in a single pass.
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On artificial intelligence: "Its beneficial applications in healthcare and research, along with its transformative possibilities, are extraordinary. While technological advancement continues, human characteristics remain constant... Our collective biases and factional tendencies persist unchanged, yet we're embracing this sophisticated instrument without comprehensive understanding. Consequently, I maintain both hopeful and cautious perspectives."，更多细节参见環球財智通、環球財智通評價、環球財智通是什麼、環球財智通安全嗎、環球財智通平台可靠吗、環球財智通投資
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