Shortcut Guardrail
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Related Articles from SNS
SEAM: Shortcut-Aware Real-Time Detection of Scripted vs. Spontaneous Speech for Interview Guardrails
arXiv:2606.06837v1 Announce Type: cross Abstract: Scripted vs spontaneous speech detection is appealing for interview guardrails, but benchmark performance can be inflated by shortcuts tied to corpus identity, channel conditions, and recording artifacts rather than speaking style itself. We present SEAM, a shortcut-aware framework for real-time scriptedness detection that combines uniform preprocessing, seam-aware sampling, non-speech augmentation, and a compact DistilHuBERT backbone. With...
Models Know Their Shortcuts: Deployment-Time Shortcut Mitigation
arXiv:2604.12277v2 Announce Type: replace Abstract: Pretrained text encoders are prone to shortcut learning, relying on token-label correlations that fail once the distribution shifts in deployment. Existing shortcut mitigation methods mainly operate at training time and assume access to training data, training dynamics, or shortcut annotations, which are hardly available during deployment, where only the converged model remains. We show that this model alone suffices to mitigate shortcuts...
Alex Vindman Survived Trump’s Retaliation Machine. Now He’s Running for Senate
Alex Vindman knows a thing or two about pissing off President Donald Trump. In 2019, Vindman rose to national prominence when he served as a witness during Trump’s first impeachment trial. If you’ve lost track of that particular scandal, it’s the one involving Trump, Ukrainian president Volodymyr Zelensky, the Biden family … and Vindman listening in on a troubling phone call in his capacity as the director for European affairs on the National Security Council.