---
id: 20260616-T0-05
title: "SuperThoughts：推理Token的并行处理新方案"
title_en: "SuperThoughts: Parallel Reasoning Token Processing"
url: https://ai.daily.yangsir.net/daily/20260616-T0-05
issue_date: 2026-06-16
publish_date: 2026-06-15T04:00:00.000Z
category: research
source_name: "arXiv cs.LG (ML)"
source_url: https://arxiv.org/abs/2606.13862
---

# SuperThoughts：推理Token的并行处理新方案

研究人员提出SuperThoughts方法，通过在潜在空间并行处理推理Token，解决长链式推理（CoT）的顺序生成计算开销问题。该方法在数学推理任务中，将推理时间从2分钟缩短至12秒，计算成本降低95%。实验显示，在GPT-4和Claude 3.5上均取得显著加速效果，为高效LLM推理提供新思路。

## English Version

**SuperThoughts: Parallel Reasoning Token Processing**

Researchers propose SuperThoughts, a method that processes reasoning tokens in parallel within latent space, addressing the computational cost of sequential CoT generation. It reduces inference time from 2 minutes to 12 seconds in math tasks, cutting costs by 95%. The approach shows significant speedups on both GPT-4 and Claude 3.5, offering a new direction for efficient LLM reasoning.

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**来源**：[arXiv cs.LG (ML)](https://arxiv.org/abs/2606.13862)

**详情页**：https://ai.daily.yangsir.net/daily/20260616-T0-05

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