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DeLS-Spec improves LLM inference with decoupled long-short context speculative drafting

DeLS-Spec enhances speculative decoding for LLM inference by decoupling long and short contexts to enable parallel token drafting with improved causal conditioning. This approach addresses limitations in prior block-parallel methods that lacked explicit intra-block causality.

Topic: LLM Inference Source: arXiv · arxiv.org Published 2026-07-08 13:41 UTC Fetched 2026-07-09 05:18 UTC

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Improving speculative decoding efficiency can significantly speed up LLM inference, reducing latency and computational cost. DeLS-Spec's method offers a more accurate and parallelizable way to draft multiple tokens, advancing practical LLM deployment.

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Score 78 Source Type arxiv Reposts 0 Topic Quality 61

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