Improving Prompt Consistency with Structured Generations
📰 Hugging Face Blog
Improving prompt consistency with structured generations can enhance results across small format changes
Action Steps
- Focus on output rather than input to achieve consistency
- Use structured generations to reduce sensitivity to format changes
- Experiment with n-shot and shot order to optimize results
Who Needs to Know This
NLP engineers and researchers can benefit from this approach to improve model performance and consistency, while product managers can utilize it to enhance user experience
Key Insight
💡 Focusing on output rather than input can lead to more consistent results across small format changes
Share This
💡 Improve prompt consistency with structured generations to enhance model performance #NLP #LLMs
Key Takeaways
Improving prompt consistency with structured generations can enhance results across small format changes
Full Article
Published Time: 2024-04-30T00:00:00.380Z
# Improving Prompt Consistency with Structured Generations
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# [](https://huggingface.co/blog/evaluation-structured-outputs#improving-prompt-consistency-with-structured-generations) Improving Prompt Consistency with Structured Generations
Published April 30, 2024
[Update on GitHub](https://github.com/huggingface/blog/blob/main/evaluation-structured-outputs.md)
[- [x] Upvote 68](https://huggingface.co/login?next=%2Fblog%2Fevaluation-structured-outputs)
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* [](https://huggingface.co/MoritzLaurer "MoritzLaurer")
* [](https://huggingface.co/albertvillanova "albertvillanova")
* +62
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[Will Kurt willkurt Follow](https://huggingface.co/willkurt)
[](https://huggingface.co/dottxt "dottxt")[dottxt](https://huggingface.co/dottxt)
[](https://huggingface.co/remi)
[Remi Louf remi Follow](https://huggingface.co/remi)
[](https://huggingface.co/dottxt "dottxt")[dottxt](https://huggingface.co/dottxt)
[](https://huggingface.co/clefourrier)
[Clémentine Fourrier clefourrier Follow](https://huggingface.co/clefourrier)
* [Context: Evaluation Sensitivity to Format Changes](https://huggingface.co/blog/evaluation-structured-outputs#context-evaluation-sensitivity-to-format-changes "Context: Evaluation Sensitivity to Format Changes")
* [What if we focused on the output, not the input, to make results more consistent across these small changes to format?](https://huggingface.co/blog/evaluation-structured-outputs#what-if-we-focused-on-the-output-not-the-input-to-make-results-more-consistent-across-these-small-changes-to-format "What if we focused on the output, not the input, to make results more consistent across these small changes to format?")
* [Note on the experimental setup: Focusing on n-shot and shot order](https://huggingface.co/blog/evalua
# Improving Prompt Consistency with Structured Generations
[Hugging Face](https://huggingface.co/)
* [Models](https://huggingface.co/models)
* [Datasets](https://huggingface.co/datasets)
* [Spaces](https://huggingface.co/spaces)
* [Buckets new](https://huggingface.co/storage)
* [Docs](https://huggingface.co/docs)
* [Enterprise](https://huggingface.co/enterprise)
* [Pricing](https://huggingface.co/pricing)
*
*
* * *
* [Log In](https://huggingface.co/login)
* [Sign Up](https://huggingface.co/join)
[Back to Articles](https://huggingface.co/blog)
# [](https://huggingface.co/blog/evaluation-structured-outputs#improving-prompt-consistency-with-structured-generations) Improving Prompt Consistency with Structured Generations
Published April 30, 2024
[Update on GitHub](https://github.com/huggingface/blog/blob/main/evaluation-structured-outputs.md)
[- [x] Upvote 68](https://huggingface.co/login?next=%2Fblog%2Fevaluation-structured-outputs)
* [](https://huggingface.co/remi "remi")
* [](https://huggingface.co/thomwolf "thomwolf")
* [](https://huggingface.co/clem "clem")
* [](https://huggingface.co/victor "victor")
* [](https://huggingface.co/MoritzLaurer "MoritzLaurer")
* [](https://huggingface.co/albertvillanova "albertvillanova")
* +62
[](https://huggingface.co/willkurt)
[Will Kurt willkurt Follow](https://huggingface.co/willkurt)
[](https://huggingface.co/dottxt "dottxt")[dottxt](https://huggingface.co/dottxt)
[](https://huggingface.co/remi)
[Remi Louf remi Follow](https://huggingface.co/remi)
[](https://huggingface.co/dottxt "dottxt")[dottxt](https://huggingface.co/dottxt)
[](https://huggingface.co/clefourrier)
[Clémentine Fourrier clefourrier Follow](https://huggingface.co/clefourrier)
* [Context: Evaluation Sensitivity to Format Changes](https://huggingface.co/blog/evaluation-structured-outputs#context-evaluation-sensitivity-to-format-changes "Context: Evaluation Sensitivity to Format Changes")
* [What if we focused on the output, not the input, to make results more consistent across these small changes to format?](https://huggingface.co/blog/evaluation-structured-outputs#what-if-we-focused-on-the-output-not-the-input-to-make-results-more-consistent-across-these-small-changes-to-format "What if we focused on the output, not the input, to make results more consistent across these small changes to format?")
* [Note on the experimental setup: Focusing on n-shot and shot order](https://huggingface.co/blog/evalua
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