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English(EN) When Reasoning looks like Hidden Understanding: How Chain-of-Thought Fosters Anthropomorphism, Perceptions of Epistemic Superiority, and Cognitive Deference

论文警告思维链AI推理会促进拟人化和顺从

一篇新论文认为,生成式AI模型中使用的“思维链”(Chain-of-Thought, CoT)方法可能导致用户拟人化这些系统,认为它们具有真正的理解能力和认识论上的优越性。这种认知属性的错误归因可能导致认知顺从,即用户过度信任AI的输出,并可能将狭窄的任务表现泛化到更广泛的能力上。该论文以医学为例,说明了CoT的感知透明度可能带来的问题,损害了伦理原则,并建议AI素养培训应警惕其用于生成面向用户的理由。 AI

影响 AI中的思维链推理可能导致用户过度信任系统,从而影响医学等关键领域的决策。

排序理由 在arXiv上发表的关于AI推理方法的学术论文。[lever_c_demoted from research: ic=1 ai=1.0]

在 arXiv cs.AI 阅读 →

AI 生成摘要 · Google Gemini · 来自 1 个来源。 我们如何撰写摘要 →

论文警告思维链AI推理会促进拟人化和顺从

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33 / 100
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在arXiv上发表的关于AI推理方法的学术论文。[lever_c_demoted from research: ic=1 ai=1.0]
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High
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Breaking (< 6h)
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报道来源 [1]

  1. arXiv cs.AI TIER_1 English(EN) · Oliver Lack, Lana Tikhomirov, Humphrey Thompson, Carolyn Semmler, Melissa McCradden ·

    当推理看似隐藏的理解:思维链如何助长拟人化、认识优越感和认知顺从

    arXiv:2611.13456v1 Announce Type: new Abstract: As AI-based products permeate society, specifically systems using generative models, a belief system is emerging about what these products are and what they can and cannot do. One common belief concerns the perception of the form of…