Arindam Sharma

Assessing Correctness in LLM-Based Code Generation via Uncertainty Estimation

2025 · arXiv (Cornell University)

In this work, we explore uncertainty estimation as a proxy for correctness in LLM-generated code. To this end, we adapt two state-of-the-art techniques from natural language generation -- one based on entropy and another on …