3 papers
cs.LG2025
PIPer: On-Device Environment Setup via Online Reinforcement Learning
Alexander Kovrigin, Aleksandra Eliseeva, Konstantin Grotov +2
Environment setup-the process of configuring the system to work with a specific software project-represents a persistent challenge in Software Engineering (SE). Automated environme…
cs.LG2025
EnvBench: A Benchmark for Automated Environment Setup
Aleksandra Eliseeva, Alexander Kovrigin, Ilia Kholkin +2
Recent advances in Large Language Models (LLMs) have enabled researchers to focus on practical repository-level tasks in software engineering domain. In this work, we consider a co…
cs.SE2025
Towards Realistic Evaluation of Commit Message Generation by Matching Online and Offline Settings
Petr Tsvetkov, Aleksandra Eliseeva, Danny Dig +4
When a Commit Message Generation (CMG) system is integrated into the IDEs and other products at JetBrains, we perform online evaluation based on user acceptance of the generated me…