Adweek on MSN: Ads of the week: 9 campaigns that caught our eye, from On to Coca-Cola Ads of the week: 9 campaigns that caught our eye, from On to Coca-Cola Campaign Live: Purpose, Produced pro bono ad campaigns deemed positive for business and agency morale Purpose, Produced pro bono ad campaigns deemed positive for business and agency morale 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; it evaluates both formal speci-fication generation and implementation synthesis from natural language, requiring formal correctness proofs for both. This survey on spurious correlations uses the Clever Hans metaphor to motivate the problem, formalizes a group-based setup g=(y,a) with core metrics (worst-group, average-group, bias-conflicting), and explains why models latch onto shortcuts (simplicity bias, training dynamics).
579 In this paper, we have proposed a novel counter- factual framework CLEVER for debiasing fact- checking models. Unlike existing works, CLEVER is augmentation-free and mitigates biases on infer- ence stage. In CLEVER, the claim-evidence fusion model and the claim-only model are independently trained to capture the corresponding information. 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.
clever advertising campaigns, Our method, STAIR (SafeTy Alignment with Introspective Reasoning), guides models to think more carefully before responding.
