Abstract: This paper presents a PRISMA-grounded survey of Natural Language Processing (NLP) methods for code review assistance and bug detection in multilingual, cross-repository settings. Adoption ...

Recently, there have been significant research interests in training large language models (LLMs) with reinforcement learning (RL) on real-world tasks, such as multi-turn code generation. While online ...