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Use 'Let's think step by step' for Math Problems
For mathematical or logical reasoning problems, adding the phrase 'Let's think step by step' before the LLM generates its solution significantly improves accuracy.
ReAct Prompting (Reason + Act)
A more advanced technique where the LLM is prompted to generate both reasoning traces and actions to take to solve a problem, often interacting with external tools.
Metacognitive Prompting
Ask the LLM to think about its thinking process: 'Before answering, consider what approach would be most effective for this problem and explain your reasoning strategy.'
Counterfactual Reasoning
Use prompts like 'What would happen if...' or 'How would the outcome change if...' to explore alternative scenarios and their implications.
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