Lidong Zhao

From Guessing to Placeholding: A Cost-Theoretic Framework for Uncertainty-Aware Code Completion

While Large Language Models (LLMs) have demonstrated exceptional proficiency in code completion, they typically adhere to a **Hard Completion (HC)** paradigm, compelling the generation of fully concrete code even amidst insufficient context. Our analysis of 3 million real-world interactions exposes …