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arXiv cs.CLPaper

ProVe: Proposer-Verifier Decoding

Speculative decoding usually runs small drafts through large verification. ProVe flips it: large model proposes a block, small model verifies. 2.5x throughput without retraining is production-grade. If you're running inference at scale and margin matters, this is worth implementing. The lossless variant is especially compelling.