AINeutralarXiv – CS AI · 18h ago6/10
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Neural Scalable Symbolic Search Framework for Complex Logical Queries with Multiple Free Variables
Researchers introduce NS3, a neural-symbolic framework that improves complex query answering over knowledge graphs by approximating joint rankings of multi-variable answers without exhaustive enumeration. The method demonstrates substantial performance gains across benchmarks and includes a new joint-ranking dataset extending evaluation to three free variables.