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About this paper
Sing Team
SingProbe adds an intrinsic guardrail to generation by using a small probe on hidden states already computed by an LLM, producing query-intent, response-safety, and hallucination-risk signals. On Ling-3.0-flash, its average token-level AUC was 0.9481, versus 0.8988 for Qwen3Guard-Stream-8B strict. Decode-only inter-token latency overhead was +0.18% to +0.45%; these results do not establish general prevention.
Summary by alphaXiv.
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