AI RESEARCH

EGSS: Entropy-guided Stepwise Scaling for Reliable Software Engineering

arXiv CS.LG

ArXi:2602.05242v1 Announce Type: cross Agentic Test-Time Scaling (TTS) has delivered state-of-the-art (SOTA) performance on complex software engineering tasks such as code generation and bug fixing. However, its practical adoption remains limited due to significant computational overhead, primarily driven by two key challenges: (1) the high cost associated with deploying excessively large ensembles, and (2) the lack of a reliable mechanism for selecting the optimal candidate solution, ultimately cons