Suyash Maniyar
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Faithful Latent Harm Monitors Work No Better Than the Models Own Behaviour at a Matched False Alarm Rate
A preprint by Abhishek Mishra, Sagnik Chatterjee and Suyash Maniyar tests latent safety monitors, which read a model's internal activations to flag harmful prompts, on reworded and jailbreak-style requests across 15 models. The authors report that simple text classifiers match or beat them and that gains track the model's own refusals.