Yinxing Xue
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Computer Science > Software Engineering
As Code Large Language Models (LLMs) become central to modern software engineering, their inherent stochasticity poses significant real-world risks, where even minor errors can lead to severe functional, security, or safety consequences. Reliable automation, therefore, demands the ability to distinguish between confident, well-supported predictions and stochastic guessing.
[2511.00872] A Comprehensive Empirical Evaluation of Agent Frameworks on Code-centric Software Engineering Tasks
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