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equivariant neural networks 1foundation models 1machine-learned interatomic potentials 1materials discovery 1thermal conductivity prediction 1

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20242026
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cs.DL2026

Can LLMs extract scientific consensus? A case study in high-temperature superconductivity

Mouyang Cheng, Wenhao He, Zhuotao Jin +9

Scientific knowledge is increasingly dispersed across vast and heterogeneous scientific literature, where important claims are often implicit, evolving, and internally debated. Whi…