Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems

ArXi:2512.15922v3 Announce Type: replace Despite initial successes and a variety of architectures, retrieval-augmented generation systems still struggle to reliably retrieve and connect the multi-step evidence required for complicated reasoning tasks. Most of the standard RAG frameworks regard all retrieved information as equally reliable, overlooking the varying credibility and interconnected nature of large textual corpora.