K Fold Cross Validation

method ID: kfoldcrossvalidation

Related Papers

Using J-K-fold Cross Validation To Reduce Variance When Tuning NLP Models

Authors: nan

Publication: TIPSTER (2018)

DOI: nan

AbstractK-fold cross validation (CV) is a popular method for estimating the true performance of machine learning models, allowing model selection and parameter tuning. However, the very process of CV requires …...

5267

Is the Best Better? Bayesian Statistical Model Comparison for Natural Language Processing

Authors: nan

Publication: TIPSTER (2020)

DOI: nan

AbstractRecent work raises concerns about the use of standard splits to compare natural language processing models. We propose a Bayesian statistical model comparison technique which uses k-fold cross-validation across multiple …...

30771

RG PA at SemEval-2021 Task 1: A Contextual Attention-based Model with RoBERTa for Lexical Complexity Prediction

Authors: nan

Publication: TIPSTER (2021)

DOI: nan

AbstractIn this paper we propose a contextual attention based model with two-stage fine-tune training using RoBERTa. First, we perform the first-stage fine-tune on corpus with RoBERTa, so that the model …...

25632