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RESEARCH27

Parallel Prefix Verification for Speculative Generation

arXiv CS.AIΒ·May 7, 2026

PARSE (PArallel pRefix Speculative Engine) is a new speculative generation framework that accelerates large language model (LLM) inference. It achieves this by parallelizing prefix verification on a semantic level, overcoming existing limitations by evaluating correctness across multiple prefixes in a single forward pass.

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