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We introduce clever, the first curated benchmark for evaluating the generation of specifications and formally verified code in lean This ensures that the model remains fast and efficient without losing much accuracy. The benchmark comprises of 161 programming problems
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Our analysis yields a novel robustness metric called clever, which is short for cross lipschitz extreme value for network robustness We use a clever technique that involves rotating the data within each layer of the model, making it easier to identify and keep only the most important parts for processing It requires full formal specs and proofs
One common approach is training models to refuse unsafe queries, but this strategy can be vulnerable to clever prompts, often referred to as jailbreak attacks, which can trick the ai into providing harmful responses
Our method, stair (safety alignment with introspective reasoning), guides models to think more carefully before responding.
