To verify an entire reasoning chain in zero-shot settings, we employed the prompt 'Do you think the above reasoning process is correct? Let's think step by step.' This facilitates a structured review of the reasoning process, assuring accuracy in results.
Our research highlights the importance of deductive verification using designed prompts across various problem formats such as math word problems and date-related queries, ensuring models can produce clear, traceable reasoning.
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