/Components-Prediction

Collected datasets from open issue repositories for components prediction

MIT LicenseMIT

Component-Prediction

Introduction

This repository is for the research paper: Automatic Component Prediction for Issue Reports Using Fine-tuned Pretrained Language Models

For details, please read our paper.

Citing

@article{wang2022automatic,
  title={Automatic Component Prediction for Issue Reports Using Fine-Tuned Pretrained Language Models},
  author={Wang, Dae-Sung and Lee, Chan-Gun},
  journal={IEEE Access},
  volume={10},
  pages={131456--131468},
  year={2022},
  publisher={IEEE}
}

Gathering option

Repository Product Option
Bugzilla Firefox Resolved, Solved, Closed
Eclipse Foundation Community Resolved, Solved, Closed
Eclipse Platform Eclipse Projecet Resolved, Solved, Closed

Result

Dataset Collected Issues Collected Components
Bugzilla Firefox 19,870 77
Eclipse Foundation 21,644 41
Eclipse Platform 18,886 19

Task based method evaluation Result

Validation loss

Recall at k by Task 1-3

Reference