AINeutralarXiv – CS AI · 14h ago6/10
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Frugal Knowledge Graph Construction with Local LLMs: A Zero-Shot Pipeline, Self-Consistency and Wisdom of Artificial Crowds
Researchers demonstrate a zero-shot knowledge graph construction pipeline using local open-source LLMs on consumer hardware, achieving 0.70 F1 on document relations and 0.55 exact match on multi-hop reasoning through ensemble methods. The study reveals that strong model consensus often signals collective hallucination rather than accuracy, challenging traditional ensemble assumptions while maintaining low computational costs and carbon footprint.