---
id: 20260617-T0-09
title: "Stop推理模型：避免过度思考的新生成策略"
title_en: "Stop Reasoning Models: New Generation Strategy to Prevent Overthinking"
url: https://ai.daily.yangsir.net/daily/20260617-T0-09
issue_date: 2026-06-17
publish_date: 2026-06-16T04:00:00.000Z
category: research
source_name: "arXiv cs.CL (NLP)"
source_url: https://arxiv.org/abs/2606.15070
---

# Stop推理模型：避免过度思考的新生成策略

研究人员提出'Stop When Further Reasoning Won't Help'新方法，解决大推理模型的过度思考问题。该技术通过注意力状态自适应机制，在识别出额外思考无助于提升答案质量时及时终止生成过程。测试显示，这种方法减少42%的冗余输出，同时保持95%的任务完成率。这项研究将显著提升AI推理效率，降低大模型的运行成本。

## English Version

**Stop Reasoning Models: New Generation Strategy to Prevent Overthinking**

Researchers propose 'Stop When Further Reasoning Won't Help,' a method addressing overthinking in large reasoning models. The technology uses attention-state adaptation to terminate generation when additional thinking doesn't improve output quality. Tests show this approach reduces redundant output by 42% while maintaining 95% task completion rates. This research will significantly improve AI reasoning efficiency and reduce large model operational costs.

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**来源**：[arXiv cs.CL (NLP)](https://arxiv.org/abs/2606.15070)

**详情页**：https://ai.daily.yangsir.net/daily/20260617-T0-09

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