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Jan 17, 2026 · Artificial Intelligence

Hypergraphs Turn LLMs into Reliable Material Discovery Agents

This article explains how representing multi‑component scientific knowledge as hyperedges, rather than traditional triples, enables large language models to traverse complex material interactions, reduce hallucinations, and generate verifiable experimental designs, demonstrated through a large hypergraph built from thousands of scaffold papers.