no code implementations • 26 Aug 2022 • Tim Sonnekalb, Bernd Gruner, Clemens-Alexander Brust, Patrick Mäder
Transformer networks such as CodeBERT already achieve outstanding results for code clone detection in benchmark datasets, so one could assume that this task has already been solved.
1 code implementation • 19 Aug 2022 • Bernd Gruner, Tim Sonnekalb, Thomas S. Heinze, Clemens-Alexander Brust
Through our experiments, we detect that the shifts in the dataset and the long-tailed distribution with many rare and unknown data types decrease the performance of the deep learning-based type inference system drastically.
no code implementations • 22 Oct 2021 • Bernd Gruner, Matthias Körschens, Björn Barz, Joachim Denzler
We discovered that domain adaptation works very well for fine-grained recognition and that the normalization methods have a great influence on the results.