AINeutralarXiv – CS AI · 9h ago6/10
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Beyond Vector Similarity: A Structural Analysis of Graph-Augmented Retrieval for Industrial Knowledge Graphs
Researchers demonstrate that vector-based retrieval systems fail on queries requiring structural reasoning over knowledge graphs, proposing instead an LLM Query Planner with typed traversal primitives that outperforms traditional approaches. The study reveals that LLM capability gaps in graph reasoning stem not from model intelligence but from insufficient computational operators, with implications for enterprise knowledge systems.