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arxiv_cs_lg ยท May 28, 2026 ยท paper

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MarginGate: Sparse Margin-Triggered Verification for Batch-Invariant LLM Inference

arxiv.orgMay 28, 2026
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In brief

Temperature-zero BF16 LLM inference is often treated as reproducible, yet the same request can emit different tokens when decoded alone or inside a larger batch. Existing fixes use batch-invariant operators or LLM-42'...

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