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cs.CL2026
A^2Agent: Action-Aware Reinforcement Learning for Repository-Level Code Localization Agents
Doyeon Kim, Suyoung Bae, Yumin Lee +1
Localizing issue-relevant code regions is a critical step in automated software engineering. However, due to their reliance on sparse trajectory-level signals, existing methods can…
cs.CL2026
ReFEree: Reference-Free and Fine-Grained Method for Evaluating Factual Consistency in Real-World Code Summarization
Suyoung Bae, CheolWon Na, Jaehoon Lee +3
As Large Language Models (LLMs) have become capable of generating long and descriptive code summaries, accurate and reliable evaluation of factual consistency has become a critical…