Chain of Thought: Few-shot Prompt With Reasoning
Beginner
The problem, from first principles
Chain-of-thought prompting (Wei et al., 2022) shows the model worked examples in which the answer is preceded by its reasoning. The model then reasons step by step on the new question, which improves accuracy on arithmetic and logic tasks.
From theory to code
Implement build_cot_prompt(examples, question), formatting the demonstrations and the new question.
Constraints
- Each example includes its reasoning before the answer.
Hints
Hint 1
Format each example as Q, A with reasoning and 'The answer is', then add the new question with an empty answer.
Keywords
research-papersagentsreasoningprompting
Python
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