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2 Pith papers citing it

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cs.FL 1 cs.LG 1

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2026 2

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UNVERDICTED 2

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Innovation: An Almost Characterization of Hallucination

cs.LG · 2026-05-26 · unverdicted · novelty 7.0

Introduces the 'innovation' property of LLMs and proves it is an almost characterization of hallucination while deriving new lower bounds on hallucination rates via missing mass.

Passive Learning of Symbolic Automata over Monotonic Algebras

cs.FL · 2026-06-04 · unverdicted · novelty 6.0

SAI extends the RPNI framework with a splitting operation to identify symbolic automata over monotonic algebras with predicates a <= x < b in the limit, with a proof of polynomial-size characteristic samples.

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  • Innovation: An Almost Characterization of Hallucination cs.LG · 2026-05-26 · unverdicted · none · ref 1

    Introduces the 'innovation' property of LLMs and proves it is an almost characterization of hallucination while deriving new lower bounds on hallucination rates via missing mass.