LLatrieval: LLM-Verified Retrieval for Verifiable Generation

arXiv:2311.07838v2 Announce Type: replace
Abstract: Verifiable generation aims to let the large language model (LLM) generate text with supporting documents, which enables the user to flexibly verify the answer and makes the LLM's output more reliable. Retrieval plays a crucial role in verifiable generation. Specifically, the retrieved documents not only supplement knowledge to help the LLM generate correct answers, but also serve as supporting evidence for the user to verify the LLM's output. However, the widely used retrievers become the …

abstract arxiv cs.ai cs.cl cs.ir documents generate knowledge language language model large language large language model llm retrieval role text type verify