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I. Makarov

1 paper hereh-index 00 citations2 works total

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author position
  • first author1

Across the 1 of 1 paper where every author was matched, so the position is known.

fields
  • cs.LG1
same name
  • I. Makarov — 4 papers, h 6
  • I. Makarov — 3 papers, h 3
  • I. Makarov — 1 paper, h 3

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

collaborators

1 paper

cs.LG2026

Query-Aware Spreading Activation for Multi-Hop Retrieval over Knowledge Graphs

Illia Makarov, Mykola Glybovets

Retrieval-augmented generation built on knowledge graphs (Graph RAG) outperforms flat passage retrieval on multi-hop question answering by leveraging graph structure. In most exist…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.