Results indicate that contradiction-aware trace evaluation provides diagnostic information beyond final-answer accuracy under the evaluated fixed-evidence conditions, while not establishing causal architectural superiority, logical non-triviality, or end-to-end RAG performance.
M. Ulizko, Aleksandr V. Chernikov, I. Tomilov et al.· Applied Informatics· 0 citations
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.· Big Data and Cognitive Compu...· 0 citations
A fragment retrieval method for document corpora in which the meaning of a fragment is determined by its local content, position in the document hierarchy and links to other fragments, based on a joint representation of the corpus as a tree of structural units and a directed link graph.
M. Ulizko, A. Beresnev, V. V. Zhukov et al.· Scientific and Technical Jou...· 0 citations
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