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Author

M. Ulizko

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Open access Aug 2026

Benchmarking Normative AI Assistants Under Inconsistent Evidence with Paraconsistent Trace Semantics

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. · 0 citations
Open access Aug 2026

RAG construction method for heterogeneous graph-hierarchical text corpus analysis

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. · 0 citations

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