Impact of code language models on automated program repair

N Jiang, K Liu, T Lutellier, L Tan - 2023 IEEE/ACM 45th …, 2023 - ieeexplore.ieee.org
Automated program repair (APR) aims to help developers improve software reliability by
generating patches for buggy programs. Although many code language models (CLM) are …

Explainable automated debugging via large language model-driven scientific debugging

S Kang, B Chen, S Yoo, JG Lou - Empirical Software Engineering, 2025 - Springer
Automated debugging techniques have the potential to reduce developer effort in
debugging. However, while developers want rationales for the provided automatic …

Thinkrepair: Self-directed automated program repair

X Yin, C Ni, S Wang, Z Li, L Zeng, X Yang - Proceedings of the 33rd ACM …, 2024 - dl.acm.org
Though many approaches have been proposed for Automated Program Repair (APR) and
indeed achieved remarkable performance, they still have limitations in fixing bugs that …

Automated Program Repair: Emerging trends pose and expose problems for benchmarks

J Renzullo, P Reiter, W Weimer, S Forrest - ACM Computing Surveys, 2024 - dl.acm.org
Machine learning (ML) pervades the field of Automated Program Repair (APR). Algorithms
deploy neural machine translation and large language models (LLMs) to generate software …