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technology fra Arxiv cs.ai

From Answers to States: Verifiable Process-Level Evaluation of Chemical Reasoning in Large Language Models

Hongyu Guo, Hao Li, He Cao, Gongbo Zhang, Li Yuan
Jun 3, 2026 at 04:00
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arXiv:2606.03660v1 Announce Type: new Abstract: Large language models are increasingly used as chemistry assistants, yet most chemistry benchmarks still score only final answers. This masks a critical failure mode: a model may output the correct molecule, product, or option while its reasoning violates chemical logic. Existing process-level...

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