MarginGate triggers verification only on low-margin decode steps to achieve 100% deterministic batch inference at 15-50% of the cost of always-on verification across tested models and datasets.
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MarginGate: Sparse Margin-Triggered Verification for Batch-Invariant LLM Inference
MarginGate triggers verification only on low-margin decode steps to achieve 100% deterministic batch inference at 15-50% of the cost of always-on verification across tested models and datasets.