April 15, 2024, 9:45 p.m. | Mike Young

DEV Community dev.to

This is a Plain English Papers summary of a research paper called Show Your Work with Confidence: Confidence Bands for Tuning Curves. If you like these kinds of analysis, you should subscribe to the AImodels.fyi newsletter or follow me on Twitter.





Overview



  • Hyperparameters significantly impact the performance of natural language processing models

  • It's often difficult to determine if a method is truly better or just better tuned

  • Tuning curves address this ambiguity by plotting validation performance against the …

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