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Step-Back Prompting(SBP)
Abstracts to higher-level principles before tackling specific problems
In 30 seconds
- What
- Asks the agent to abstract to general principles before solving the specific problem, then applies those principles back down.
- When to use
- Complex decisions or technical problems where surface-level reasoning fails or loops, and underlying principles matter more than details.
- Watch out
- Abstraction can drift too far from the actual problem, making principles irrelevant or adding delay without improving the answer.
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Step-Back Prompting: Overview
Abstracts to higher-level principles before tackling specific problems
- High-level abstraction first
- Principle-based reasoning
- Conceptual framework establishment
- Reduces getting lost in details
- Improved reasoning accuracy
- Strategic thinking approach
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References
The papers, specifications, and repositories this pattern is based on.
- Take a Step Back: Evoking Reasoning via Abstraction in Large Language Models (Zheng et al., 2023)arXiv:2310.06117
- Chain-of-Thought Prompting Elicits Reasoning in Large Language Models (Wei et al., 2022)arXiv:2201.11903
- Least-to-Most Prompting Enables Complex Reasoning (Zhou et al., 2022)arXiv:2205.10625
- Generated Knowledge Prompting for Commonsense Reasoning (Liu et al., 2021)arXiv:2110.08387
- LangChain Prompt Templates for Step-Back
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