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cs.PL2023★ 15 cited
Finding Inductive Loop Invariants using Large Language Models
Adharsh Kamath, Aditya Senthilnathan, Saikat Chakraborty +6
Loop invariants are fundamental to reasoning about programs with loops. They establish properties about a given loop's behavior. When they additionally are inductive, they become u…
cs.PL2023
Ranking LLM-Generated Loop Invariants for Program Verification
Saikat Chakraborty, Shuvendu K. Lahiri, Sarah Fakhoury +6
Synthesizing inductive loop invariants is fundamental to automating program verification. In this work, we observe that Large Language Models (such as gpt-3.5 or gpt-4) are capable…