Python Programming Learning Circle

Aug 30, 2021 · Artificial Intelligence

DeepDebug: Transformer‑Based Automatic Debugging Using Large Pretrained Models

The paper presents DeepDebug, a transformer‑based system that leverages large pretrained models and extensive synthetic and real‑world data to automatically localize and fix bugs in Python code, achieving significant improvements in patch generation success rates and reduction of false positives on benchmarks such as QuixBugs.