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It requires full formal specs and proofs This severely limits their practical utility Leaving the barn door open for clever hans
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05 feb 2025) submitted to iclr 2025 readers 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 We introduce clever, the first curated benchmark for evaluating the generation of specifications and formally verified code in lean
The benchmark comprises of 161 programming problems
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 Membership inference and memorization is a key challenge with diffusion models
Mitigating such vulnerabilities is hence an important topic The idea of using an ensemble of model is clever. 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
