Which prompting method involves explicitly guiding reasoning steps before concluding?

Which prompting method involves explicitly guiding reasoning steps before concluding?

• A. Chain of Thought prompting
• B. Few-shot prompting
• C. Zero-shot prompting
• D. Prompt Engineering

Answer: (A)

Chain of Thought prompting explicitly guides the model to reveal its step-by-step reasoning before arriving at a conclusion. By prompting the model to think through the problem in a sequence of logical steps and then state the final answer, this approach targets tasks that benefit from explicit reasoning, such as multi-step calculations or complex inferences. It differs from few-shot prompting, which provides examples of outputs but not necessarily the model’s internal reasoning; zero-shot prompting gives no demonstrated reasoning at all; and prompt engineering is a broader practice of crafting prompts to shape behavior rather than requiring explicit chain-of-thought.

Chain of Thought prompting explicitly guides the model to reveal its step-by-step reasoning before arriving at a conclusion. By prompting the model to think through the problem in a sequence of logical steps and then state the final answer, this approach targets tasks that benefit from explicit reasoning, such as multi-step calculations or complex inferences. It differs from few-shot prompting, which provides examples of outputs but not necessarily the model’s internal reasoning; zero-shot prompting gives no demonstrated reasoning at all; and prompt engineering is a broader practice of crafting prompts to shape behavior rather than requiring explicit chain-of-thought.