Diversity-Boosting Prompting Strategies
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Diversity-Boosting Prompting Strategies A set of prompting techniques to counter AI homogeneity and elicit more diverse, creative outputs from LLMs.
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1. Generate 30 ideas and kill the obvious ones.
2. Use temperature and sampling parameters aggressively to push models out of default mode.
3. Cross-reference multiple models AND multiple prompting strategies: same model with different prompts often beats different models with the same prompt.
4. Add constraints that force novelty: 'Give me ideas a traditional investor would hate' beats 'give me creative ideas'.
5. Use structured techniques like Verbalized Sampling to force the model toward low-probability outputs instead of consensus defaults.
6. Layer your own taste and judgment on top of everything: the model gives raw material; your weirdness and experience make it original.
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References
- Category: creative Prompts
- Source: https://x.com/ChrisLaubAI/status/2031662732198674568
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