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University of Glasgow
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By grounding adaptive retrieval in interpretable uncertainty signals, this framework transforms how LLMs handle knowledge gaps and ambiguities in real-time.
LLMs' ability to resolve temporal fact conflicts hinges more on dataset design than previously appreciated, with some datasets showing a greater resistance to updating than others.
