While current evaluations of LLM cultural alignment predominantly rely on static benchmarks in Western contexts, their ability to navigate generative, high-context socio-pragmatic demands in non-Western environments remains critically underexplored. This study investigates how multilingual LLMs adapt to the Japanese wo...
ARF-RAG is proposed, an Adaptive Retriever-Friendly Retriever-Friendly Retrieval-Augmented Generation framework that adopts a role-unified mechanism, in which a single LLM simultaneously performs all retrieval-related and generation actions, including retrieval decision-making, query generation, and answer generation,...
Yubo Fang, Hai-tao Yu, Hideo Joho et al.· International Conference on...· 0 citations
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