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We introduce clever, the first curated benchmark for evaluating the generation of specifications and formally verified code in lean A fundamental limitation of current ai agents is their inability to learn complex skills on the fly at test time, often behaving like “clever but clueless interns” in novel environments The benchmark comprises of 161 programming problems

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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.

Our analysis yields a novel robustness metric called clever, which is short for cross lipschitz extreme value for network robustness While, as we mentioned earlier, there can be thorny “clever hans” issues about humans prompting llms, an automated verifier mechanically backprompting the llm doesn’t suffer from these In this paper, we revisit the roles of augmentation strategies and equivariance in improving cl's efficacy We propose clever (contrastive learning via equivariant representation), a novel equivariant contrastive learning framework compatible with augmentation strategies of arbitrary complexity for various mainstream cl backbone models.

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