A. Golovin

Improving GraphRAG with Multi-hop Knowledge Graph Completion on the Example of the Telecommunications Domain

This paper proposes an enhanced GraphRAG framework that integrates a transformer-based Multi-Hop Knowledge Graph Completion (KGC) model directly into the retrieval pipeline, and provides substantial gains in answer quality and reasoning capability for queries involving indirect dependencies not explicitly encoded in th...