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ResearchOctober 1, 2026

CARAT: Do Materials LLMs Reason or Recite?

When a materials LLM answers a question about crystal structure, does it reason from the structure or copy an answer already printed in its input? Accuracy cannot tell: a structural description often prints the very field it is scored against. CARAT holds question and gold…

Jiajun Wu, Jian Yang, Zixiang Ni, Zhenzhu Li, Bin Chong·arXiv — cs.AI
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Key Takeaways
  • 01.When a materials LLM answers a question about crystal structure, does it reason from the structure or copy an answer already printed in its input
  • 02.Accuracy cannot tell: a structural description often prints the very field it is scored against
  • 03.CARAT holds question and gold…

This material is provided as an extended analytical summary.

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