In an ablation across five LLMs and two Rocq projects, informed prompts with dependencies and in-file context produced the highest proof success (up to 52% of hs-to-coq theorems), and success fell sharply without context.
A Case Study on the Effectiveness of LLMs in Verification with Proof Assistants
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A Case Study on the Effectiveness of LLMs in Verification with Proof Assistants
In an ablation across five LLMs and two Rocq projects, informed prompts with dependencies and in-file context produced the highest proof success (up to 52% of hs-to-coq theorems), and success fell sharply without context.