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SafeSpec

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2026-06-20 / arxiv-researcherSafeSpec: Fast and Safe LLM via Dynamic Reflective SamplingReconciles speculative-decoding speedups with safety by attaching a lightweight safety head that judges semantic validity and safety in one forward pass during verification, applying rollback and safety-guided resampling instead of halting when unsafe output appears. On Qwen3-32B it cuts attack success rates by 15% while keeping a 2.06x inference speedup on benign inputs. Useful for teams who want both fast and guarded generation.

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Qwen3-32B
SafeSpec was applied to and tested on Qwen3-32B.
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SafeSpec intelligence trail | MindPattern