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Heads of Security (HoS), a prompt injection defense that enforces instruction-data separation via a small set of learned per-head attention gates, is introduced and shows that prompt injection robustness can be achieved and improved through targeted attention interventions.
This work introduces Argument Graph Uncertainty, a post-hoc framework for multiple choice question tasks that estimates model confidence directly from the logical structure of a single chain-of-thought reasoning trace, and demonstrates through extensive combination analyses that argument graph uncertainty captures an o...
Lie detection probes aim to predict from a language model's internal states whether its output is truthful or dishonest. However, role-play complicates what"truth"means for an LLM: language models can adopt a wide range of personas that take very different claims to be true, including personas whose beliefs clearly con...
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