TokenGate Reports Up to 13× Faster LLM Prefill, but Results Remain Unverified
TokenGate could cut long-prompt processing time by up to 13×, according to reported tests—but the figures are unreconciled and not independently verified. The method prunes document tokens in upper model layers, and its real-world gains across models and hardware remain uncertain.
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