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· 2022

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physics.app-ph 1

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2025 1

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CONDITIONAL 1

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What do Large Language Models know about materials?

physics.app-ph · 2025-07-19 · conditional · novelty 5.0

A benchmark-style study shows larger open LLMs reproduce element melting temperatures better, yet all tested models hallucinate values for elements lacking a melting point.

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  • What do Large Language Models know about materials? physics.app-ph · 2025-07-19 · conditional · none · ref 8

    A benchmark-style study shows larger open LLMs reproduce element melting temperatures better, yet all tested models hallucinate values for elements lacking a melting point.