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Chemical Chain-of-Thought Functions as a Hallucination-Prone Molecular Scratchpad
arXiv cs.CL — Computation and Language
Factual evidence
What the source reports
Research finds language models widely hallucinate in chemical reasoning, often producing correct answers with fabricated intermediate steps.
OneBench interpretation
Institutional assessment
So what
The finding that LLMs can derive correct answers from hallucinated reasoning paths directly impacts model validation and explainability requirements for critical banking applications.
Do what
Your model validation framework must account for the decoupling of answer correctness from the fidelity of intermediate reasoning steps, especially in highly regulated domains.