June 11, 2024, 4:19 p.m. | Mike Young

DEV Community dev.to

This is a Plain English Papers summary of a research paper called Semantically Diverse Language Generation for Uncertainty Estimation in Language Models. If you like these kinds of analysis, you should subscribe to the AImodels.fyi newsletter or follow me on Twitter.





Overview



  • This paper presents a method for generating semantically diverse language to better estimate predictive uncertainty in large language models.

  • The key idea is to generate multiple diverse output samples per input, which can then be analyzed …

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