arXiv:2512.06350cs.CYcs.AI2025-12

解析AI风险争论的根源,揭示认知差异本质

Why They Disagree: Decoding Differences in Opinions about AI Risk on the Lex Fridman Podcast

  • 用大模型解析播客对话,拆解分歧背后的因果逻辑
  • 存在性风险分歧源于对系统演化的不同理解
  • 适合关注科技政策与公共舆论的人阅读

新兴变革性技术常引发深刻社会分歧,尤其体现在当前关于人工智能(AI)风险的讨论中。尽管各方均希望确保AI造福人类并避免灾难性后果,但分歧仍持续存在。本文分析了关于AI风险的当代争论,将‘末日论’与‘乐观派’观点的差异分解为定义、事实、因果和道德前提,识别出关键争议点。研究发现,关于存在性风险(X-risk)的分歧主要源于对复杂系统中设计与涌现机制的不同因果假设;而关于就业风险(E-risk)的分歧则体现为对过去理论(进化)适用性的不同判断。这两种风险争论均显示:双方在道德价值观上无显著分歧,且可归结为对人类理性有限性的不同认知。该研究通过集成大模型对文本推理链进行规模化分析的方法,可用于识别公共领域各类风险辩论中的核心分歧点。

原文摘要 · Abstract (English)

The emergence of transformative technologies often surfaces deep societal divisions, nowhere more evident than in contemporary debates about artificial intelligence (AI). A striking feature of these divisions is that they persist despite shared interests in ensuring that AI benefits humanity and avoiding catastrophic outcomes. This paper analyzes contemporary debates about AI risk, parsing the differences between the "doomer" and "boomer" perspectives into definitional, factual, causal, and moral premises to identify key points of contention. We find that differences in perspectives about existential risk ("X-risk") arise fundamentally from differences in causal premises about design vs. emergence in complex systems, while differences in perspectives about employment risks ("E-risks") pertain to different causal premises about the applicability of past theories (evolution) vs their inapplicability (revolution). Disagreements about these two forms of AI risk appear to share two properties: neither involves significant disagreements on moral values and both can be described in terms of differing views on the extent of boundedness of human rationality. Our approach to analyzing reasoning chains at scale, using an ensemble of LLMs to parse textual data, can be applied to identify key points of contention in debates about risk to the public in any arena.

AI风险认知分歧大模型分析

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