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

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems arXiv:2512.15922v3 Announce Type: replace Abstract: 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 inter