2 papers
cs.LG2026
CodeLift: Your Test Suite Is Secretly a Dense SWE Curriculum
Junjielong Xu, Huachao Zhu, Alyssa Wu +2
The pass-all-test binary reward has become a standard recipe for training software engineering agents, but its sparsity eliminates difference of partially correct patches. The test…
cs.SE2026
RepoProbe: Benchmarking Architecture-Aware Repository Comprehension with Checklists
Yuexi Yang, Alyssa Wu, Ji Luo +4
The integration of Large Language Models (LLMs) into software engineering has shifted the focus from function-level generation to repository-scale assistance. However, existing ben…