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English(EN) How do LLMs Evaluate Perceived Moral Agency? Investigating Moral Decision-Making in Human-Artificial Agents Interactions

新论文发现大型语言模型缺乏对齐所需的道德能力

两篇新研究论文探讨了当前大型语言模型(LLMs)在处理道德推理和对齐方面的局限性。第一篇论文认为,LLM代理缺乏连贯对齐所需的基本“道德能力”,在面对道德困境时其回应存在显著不一致。第二篇论文研究了LLM如何评估感知到的道德主体性,发现虽然人类通常比LLM赋予更多的道德主体性,但在面对道德困境时,人类和LLM都倾向于优先考虑伤害的严重程度和情境的紧迫性,而不是稳定的代理评估。两项研究都表明,当前的LLM架构尚不适合需要真正道德理解或责任的任务。 AI

影响 当前的LLM在道德推理方面表现出显著的不一致性,表明它们尚不具备连贯对齐或有意义的道德决策能力。

排序理由 arXiv上发表的两篇学术论文,讨论了LLM在道德推理和对齐方面的局限性。

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新论文发现大型语言模型缺乏对齐所需的道德能力

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arXiv上发表的两篇学术论文,讨论了LLM在道德推理和对齐方面的局限性。
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报道来源 [2]

  1. arXiv cs.AI TIER_1 English(EN) · Arno Libert, Derck W. E. Prinzhorn, Daan R. Henselmans ·

    道德能力先于道德内容:为何大型语言模型代理缺乏连贯对齐的先决条件

    arXiv:2609.05036v1 Announce Type: new Abstract: AI alignment requires AI systems to adhere to human norms, values, or intentions. Under value pluralism there is no correct target, but a shared prerequisite is that the system's behavior expresses a coherent policy: a mapping from …

  2. arXiv cs.AI TIER_1 English(EN) · Fernanda Mansilla, Aloysius Tok, Bahia Guella\"i, Farah Benamara, Nancy F. Chen ·

    大型语言模型如何评估感知到的道德主体性?探究人机交互中的道德决策

    arXiv:2609.05037v1 Announce Type: cross Abstract: As LLMs take on roles requiring moral advice, understanding how they attribute moral agency becomes critical. Humans possess moral agency, the capacity to make ethically guided decisions and bear responsibility for their consequen…