RQ1: Is Neural Machine Translation a viable approach to

learn how to fix code?

Results for models' performances:

  • Overview
  • Models' Performances - Values
  • Hyperparameter Search Configurations

Overview

Overview of the model performances, in terms of perfect fixes, for small and medium methods.

Models' Performances - Values

The table shows the numbers and percentages of perfect fixes generated by the models with variable beam size. The one highlighted in green are experiments with larger beam sizes not reported in the paper.

Untitled spreadsheet

Hyperparameter Search Configurations

The table shows the ten different configurations of the hyperparameters tested. The one highlighted in green is the configuration achieving the best results on the validation set

Hyperparameter Search