Most existing LLM approaches to automated code review oversimplify code review into a single-round, static decision task, failing to capture the multi-round interactive nature of realistic review scenarios

Although recent work explores large language models (LLMs) for automated code review, most approaches oversimplify code review into a single-round, static decision task, which fails to capture the multi-round interactive nature and the complex problem-solving processes inherent in realistic review scenarios

http://arxiv.org/abs/2608.27442v1