ArcRAG enables construction-agnostic graph retrieval
Query-local graph interface induction allows fixed retriever to work on differently built knowledge graphs.
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8 stories, newest first · one card per story
Stories tagged #knowledge-graphs
Paper frames relational attention as lattice gauge theory
Untrained holonomy attention infers unobserved S4 relations at 0.88 with a fifth of edges corrupted.
Researchers report token collapse in G-Retriever graph soft prompts
A constant prompt that never sees the graph matches or beats G-Retriever on all three benchmarks.
First-order logic guides graph diffusion toward ontology-valid graphs
Fuzzy, differentiable rule relaxations steer a pre-trained denoiser at inference and raise constraint satisfaction.
Natural Language Questions as an Interface for Knowledge Graphs: QRAKEN Graph Distillation and Semantic Self-Healing
QRAKEN lifts Text-to-SPARQL strict F1 to about 0.65 on CK25 by grounding queries in graph patterns.
Connecting AI agents to enterprise knowledge
Survey of 300 executives finds only 34% of agentic AI projects reach production.
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ARGUS: Role-Aware Event Knowledge Graphs for U.S. Employment-Discrimination Complaints
ARGUS builds event knowledge graphs from U.S. employment-discrimination complaints to improve claim classification and legal QA.
Semantic Action Graph: A Shared Representation for Agent Grounding and Human Interpretation of Sports Highlights
SportSAGE uses a semantic action graph schema to ground agent-generated sports highlights and let viewers query, navigate, and verify narratives.