Introduces Trust-RAG Compass framework and TRC Bench benchmark to assess RAG trustworthiness across factuality, robustness, fairness, transparency, accountability, and privacy, with evaluations showing performance gaps between LLMs.
Llatrieval: Llm-verified retrieval for verifiable gen- eration,
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Retrieval systems must prioritize utility for LLM generation quality over traditional relevance metrics, supported by a unified framework distinguishing LLM-agnostic vs specific and context-independent vs dependent utility.
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Trustworthiness in Retrieval-Augmented Generation Systems: A Survey
Introduces Trust-RAG Compass framework and TRC Bench benchmark to assess RAG trustworthiness across factuality, robustness, fairness, transparency, accountability, and privacy, with evaluations showing performance gaps between LLMs.
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Beyond Relevance: Utility-Centric Retrieval in the LLM Era
Retrieval systems must prioritize utility for LLM generation quality over traditional relevance metrics, supported by a unified framework distinguishing LLM-agnostic vs specific and context-independent vs dependent utility.