# Hybrid Spark: Adaptive Speculative Decoding That Lets the Content Choose the Drafter

> 全文为英语

**Published:** 2026年11月5日
**Author:** Ekagra Ranjan, Bharat Venkitesh
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/zh/articles/hybrid-spark-adaptive-speculative-decoding-that-lets-the-content-choose

arXiv:2611.05611v1 Announce Type: new Abstract: Speculative decoding (SD) speeds up large language model (LLM) serving, but its gain depends on the workload's \emph{shape}, such as batch size and context length, and on its \emph{content}. A model-based drafter proposes a short…

> 内容来自原始来源： **arXiv — cs.AI**
> [在 arXiv — cs.AI 阅读全文](https://arxiv.org/abs/2611.05611)

**标签：** #arXiv #GPU & Суперкомпьютеры

---

*AI Qazaqstan — non-commercial informational portal about AI in Kazakhstan. Machine translations and summaries are AI-generated.*