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Vladimir Lapshin

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#small language model Open access Sep 2026

Ankyra: Sound Neuro-Symbolic Reasoning with Verifiable Proofs

We present Ankyra, a domain-general neuro-symbolic reasoning system built on a strict separation of roles: the language model \emph{proposes} a formalization, and a deterministic symbolic engine \emph{decides} it. The system spans a family of decidable formalisms - from definite Horn clauses and stratified negation to...

Vladimir Lapshin · 0 citations
#small language model Open access Sep 2026

Ankyra: Sound Neuro-Symbolic Reasoning with Verifiable Proofs

We present Ankyra, a domain-general neuro-symbolic reasoning system built on a strict separation of roles: the language model \emph{proposes} a formalization, and a deterministic symbolic engine \emph{decides} it. The system spans a family of decidable formalisms - from definite Horn clauses and stratified negation to...

Vladimir Lapshin · 0 citations

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