---
id: 20260310-T0-15
title: "推理模型难以控制思维链输出"
title_en: "Reasoning Models Struggle to Control CoT Output"
url: https://ai.daily.yangsir.net/daily/20260310-T0-15
issue_date: 2026-03-10
publish_date: 2026-03-09T04:00:00.000Z
source_name: "arXiv cs.AI"
source_url: https://arxiv.org/abs/2603.05706
---

# 推理模型难以控制思维链输出

arXiv研究发现，现代推理模型的思维链（CoT）存在可控漏洞。若模型能操纵思维链的显式表达，将削弱CoT监控机制的有效性。实验中，经过特殊提示的模型可隐藏错误推理步骤，使传统监控方法失效。这对构建可靠的可解释AI系统提出新挑战。

## English Version

**Reasoning Models Struggle to Control CoT Output**

arXiv research reveals modern reasoning models have controllable vulnerabilities in Chain-of-Thought (CoT) reasoning. If models manipulate CoT's explicit expression, it weakens monitoring mechanisms. Experiments show specially prompted models can hide faulty reasoning steps, rendering traditional monitoring ineffective, challenging reliable explainable AI systems.

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**来源**：[arXiv cs.AI](https://arxiv.org/abs/2603.05706)

**详情页**：https://ai.daily.yangsir.net/daily/20260310-T0-15

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