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arXiv — cs.AI

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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…

arXiv — cs.AIBy: Jiajun Wu, Jian Yang, Zixiang Ni, Zhenzhu Li, Bin ChongOctober 1, 2026 (Oct 1)
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AI Summary & Key Takeaways

  • 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…
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CARAT: Do Materials LLMs Reason or Recite?

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