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IntermediateAdvanced Techniques
Self-Consistency Prompting: Complete Guide for Prompt Engineers
Sample multiple model responses to the same prompt and aggregate them to get more reliable, consistent answers. Learn when to use it, see a real example, and understand the best practices.
When to Use This Technique
Factual questions, math problems, or any task where accuracy matters enough to spend extra tokens.
Example Prompt
Ask the same question 5 times at temperature 0.7, then aggregate the most common answer.
Pro Tips
- ✓Increases cost and latency proportionally to samples
- ✓Majority voting works well for discrete answers
- ✓Use temperature > 0 to get diverse samples
- ✓Most effective for tasks with clear correct answers
More Practice Prompts
Ask the same question 5 times at temperature 0.7, then aggregate the most common answer.
FAQ
When should I use Self-Consistency Prompting?
Factual questions, math problems, or any task where accuracy matters enough to spend extra tokens.
What difficulty level is Self-Consistency Prompting?
Self-Consistency Prompting is considered Intermediate level in the Advanced Techniques category.
Quick Facts
DifficultyIntermediate
CategoryAdvanced Techniques