AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Results demonstrate the extensibility of the approach and its generality as a plug-in enhancement and ablation experiments show that classification heads can equip a guardrail with risk detection capabilities beyond its original scope and achieve state-of-the-art performance.
SingProbe is introduced, a lightweight intrinsic runtime guard that directly reuses hidden states produced during LLM inference and operates alongside autoregressive decoding and extends this paradigm to medical generation through SingProbe-Med, which selectively activates risk-directed decoding interventions only when...
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