Which technique is associated with generating a sequence of reasoning steps, often called chain-of-thought?

Prepare for the AI Prompt Engineering and Key Concepts in Machine Learning and NLP Test. Study with comprehensive questions, hints, and explanations. Equip yourself for success!

Multiple Choice

Which technique is associated with generating a sequence of reasoning steps, often called chain-of-thought?

Explanation:
Chain-of-thought prompting focuses on generating a sequence of reasoning steps that leads from the prompt to a conclusion, prompting the model to articulate intermediate steps rather than jumping straight to an answer. This pacing helps the model handle tasks that need planning or multi-step deduction, making it the best match for the idea described. Related ideas include tree-of-thought prompting, which structures reasoning as a search through a tree of possible steps rather than a single linear chain. Self-consistency builds on that idea by sampling multiple reasoning paths and choosing the final answer based on overall consistency rather than a single chain. Generated Knowledge Prompting, meanwhile, centers on the model generating background knowledge to inform reasoning, not specifically the chain of steps itself. So the technique that directly describes generating a sequence of reasoning steps is chain-of-thought prompting.

Chain-of-thought prompting focuses on generating a sequence of reasoning steps that leads from the prompt to a conclusion, prompting the model to articulate intermediate steps rather than jumping straight to an answer. This pacing helps the model handle tasks that need planning or multi-step deduction, making it the best match for the idea described. Related ideas include tree-of-thought prompting, which structures reasoning as a search through a tree of possible steps rather than a single linear chain. Self-consistency builds on that idea by sampling multiple reasoning paths and choosing the final answer based on overall consistency rather than a single chain. Generated Knowledge Prompting, meanwhile, centers on the model generating background knowledge to inform reasoning, not specifically the chain of steps itself. So the technique that directly describes generating a sequence of reasoning steps is chain-of-thought prompting.

Subscribe

Get the latest from Examzify

You can unsubscribe at any time. Read our privacy policy