Recent advances in defect detection use language models.A study was conducted to determine the effectiveness of semantic-preserving transformations in improving defect detection tools.28 publications with 94 different transformations were analyzed.Reusing shared semantic-preserving transformations proved to be challenging and did not improve the accuracy of defect detection models.