AIBullisharXiv – CS AI · 5h ago7/10
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Parallel Prefix Verification for Speculative Generation
Researchers introduce PARSE, a speculative generation framework that accelerates large language model inference by verifying multiple prefix candidates in parallel rather than sequentially. The method achieves 1.25x to 4.3x throughput improvements over baseline models and up to 4.5x gains when combined with existing techniques like EAGLE-3, with minimal accuracy loss.