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Calibrated language models must hallucinate

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math.LO 1

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2026 1

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ACCEPT 1

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Hallucination, abstention, and computable inseparability

math.LO · 2026-04-30 · accept · novelty 7.0 · 2 refs

Abstaining AI systems cannot guarantee both large coverage of correct answers and zero hallucination in sufficiently expressive domains, as shown by the existence of inseparable pairs in the arithmetical hierarchy.

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  • Hallucination, abstention, and computable inseparability math.LO · 2026-04-30 · accept · none · ref 1 · 2 links

    Abstaining AI systems cannot guarantee both large coverage of correct answers and zero hallucination in sufficiently expressive domains, as shown by the existence of inseparable pairs in the arithmetical hierarchy.