Using Semantic Distance to Estimate Uncertainty in LLM-Based Code Generation

Weilin He, Arindam Sharma, Cristina David

LLMs show strong performance in code generation, but their outputs lack correctness guarantees. Sample-based uncertainty estimators address this by generating multiple candidate pr…