---
id: 20260411-T0-09
title: "DIVERSED：动态集成验证优化LLM推测解码"
title_en: "DIVERSED: Dynamic Verification Accelerates Speculative Decoding"
url: https://ai.daily.yangsir.net/daily/20260411-T0-09
issue_date: 2026-04-11
publish_date: 2026-04-10T04:00:00.000Z
category: research
source_name: "arXiv cs.CL (NLP)"
source_url: https://arxiv.org/abs/2604.07622
---

# DIVERSED：动态集成验证优化LLM推测解码

研究团队提出DIVERSED新框架，通过动态集成验证改进LLM的推测解码效率。传统推测解码的验证步骤严格且固定，成为性能瓶颈。DIVERSED采用灵活的动态验证机制，根据预测质量调整验证标准。测试显示，在保持准确率的同时，推理速度提升35%。该方案特别适合需要高频推理的应用场景，如实时对话系统和代码生成工具。

## English Version

**DIVERSED: Dynamic Verification Accelerates Speculative Decoding**

Researchers introduced DIVERSED, a dynamic verification framework improving speculative decoding efficiency. By replacing rigid verification with adaptive validation based on prediction quality, it achieves 35% speed gains without compromising accuracy. Ideal for real-time applications like chatbots and code generation.

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**来源**：[arXiv cs.CL (NLP)](https://arxiv.org/abs/2604.07622)

**详情页**：https://ai.daily.yangsir.net/daily/20260411-T0-09

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*智语观潮 · Daily — https://ai.daily.yangsir.net/llms.txt*