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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Maxim Ulizko

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Open access Sep 2026

Proof-Carrying Neuro-Symbolic Reasoning for Non-Monotonic Legal Decision Support with LLMs

A proof-carrying neuro-symbolic method for non-monotonic legal reasoning that is restricted to source-linked extraction of facts, defeasible rules, defeaters, priorities, citations, and operational confidence scores, while a deterministic symbolic engine computes the conclusion.

Maxim Ulizko, Tatiana Polevaya, I. Tomilov et al. · 0 citations

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