3 papers
cs.SE2026
From Human-Centric to Agentic Code Review: The Impact of Different Generations of Generative AI Technology on Review Quality
Suzhen Zhong, Shayan Noei, Bram Adams +1
Code review helps maintain software quality before code integration, but it also imposes a substantial workload on human reviewers. As generative artificial intelligence becomes pa…
cs.SE2026
Human-AI Synergy in Agentic Code Review
Suzhen Zhong, Shayan Noei, Ying Zou +1
Code review is a critical software engineering practice where developers review code changes before integration to ensure code quality, detect defects, and improve maintainability.…
cs.SE2025
Developer-LLM Conversations: An Empirical Study of Interactions and Generated Code Quality
Suzhen Zhong, Ying Zou, Bram Adams
Large Language Models (LLMs) are increasingly used by developers for conversational coding assistance, including code generation, technical questions, and iterative problem solving…