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Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
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DENDRA: Multigraph Document Intelligence with Deterministic Impact Analysis

Authors: Slava Lobozov;

DENDRA: Multigraph Document Intelligence with Deterministic Impact Analysis

Abstract

Retrieval-augmented generation (RAG) systems treat documents as flat chunk collections, discarding structural hierarchy, cross-document relationships, and causal dependencies. We present DENDRA, a multigraph document intelligence engine that constructs a 5-layer graph (structural tree, entity network, proposition facts, hierarchical summaries, and cross-document edges) as an intelligence layer over standard chunk retrieval. DENDRA introduces deterministic impact analysis — given any node modification, the system computes exact blast radius through typed dependency traversal, without LLM calls. A 14-step pluggable retrieval pipeline with adaptive routing scores chunks through graph-augmented signals. On DENDRA-Bench (400 questions, 6 domains, Russian language), DENDRA achieves 95% retrieval accuracy — +23% over plain vector RAG (72%) and +30% over LlamaIndex (65%). On legal documents: 99% vs 58% (+41%). The system runs fully offline with zero cloud dependencies.

Keywords

knowledge graph, multigraph, RAG, impact analysis, blast radius, document retrieval

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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