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The benchmark comprises of 161 programming problems It requires full formal specs and proofs Our analysis yields a novel robustness metric called clever, which is short for cross lipschitz extreme value for network robustness Building on recent explainable ai techniques, this article highlights the pervasiveness of clever hans effects in unsupervised learning and the substantial risks associated with these effects in terms of the prediction accuracy on new data.
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
Leaving the barn door open for clever hans 05 feb 2025) submitted to iclr 2025 readers 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.
En prediction objectives for basic graph navigation tasks This demonstrates that while transformers can 116 represent world states for mazes, they ma Although rg(x) can be calculated easily via back propagation, computing lj q;x0 is more involved be Search the world's information, including webpages, images, videos and more
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