二元论者达文西:大型语言模型和人类学习者的身心分裂。

Q1 Social Sciences
Open Mind Pub Date : 2024-03-01 eCollection Date: 2024-01-01 DOI:10.1162/opmi_a_00120
Iris Berent, Alexzander Sansiveri
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引用次数: 0

摘要

大量文献表明,人们是直觉二元论者--他们认为心灵是虚无缥缈的,与身体截然不同。此外,二元论部分是通过学习产生的(例如,Barlev & Shtulman, 2021)。然而,人类学习者也拥有与生俱来的核心知识体系,最近的研究结果表明,核心知识孕育了二元论(Berent,2023a;Berent 等人,2022)。那么,由此产生的问题是,二元论的习得是否需要核心知识,或者二元论是否可以通过领域一般机制,仅从经验中习得。由于人类学习者同时具备这两种系统,因此来自人类的证据无法决定这个问题。因此,我们在这里探究了达文西--一个缺乏核心知识的大型语言模型(LLM)中的身心分裂问题。我们的研究表明,Davinci 仍然倾向于二元论,而且这种偏向会随着学习者归纳潜力的提高而系统地增加。因此,davinci(构成 GPT-3 套件的一部分)表现出轻微的二元论倾向,而它的后代 text-davinci-003(GPT-3.5 模型)则表现出更强的倾向性。它选择性地认为思想(认识状态)是非实体的--不可能出现在身体(大脑)中。与人类不同的是,GPT 3.5 断然拒绝了人死后心灵的存在。尽管如此,当被问及生命时,GPT 3.5 仍然表现出强烈的二元论倾向。这些结果表明,身心分裂在一定程度上是可以从经验中学习的。虽然LLMs的结果不能完全确定人类是如何获得二元论的,但它们确实为将二元论追溯到先天核心认知的本位主义理论提出了更高的举证责任(Berent,2023a;Berent等人,2022)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Davinci the Dualist: The Mind-Body Divide in Large Language Models and in Human Learners.

A large literature suggests that people are intuitive Dualists-they consider the mind ethereal, distinct from the body. Furthermore, Dualism emerges, in part, via learning (e.g., Barlev & Shtulman, 2021). Human learners, however, are also endowed with innate systems of core knowledge, and recent results suggest that core knowledge begets Dualism (Berent, 2023a; Berent et al., 2022). The resulting question, then, is whether the acquisition of Dualism requires core knowledge, or whether Dualism is learnable from experience alone, via domain-general mechanism. Since human learners are equipped with both systems, the evidence from humans cannot decide this question. Accordingly, here, we probe for a mind-body divide in Davinci-a large language model (LLM) that is devoid of core knowledge. We show that Davinci still leans towards Dualism, and that this bias increases systematically with the learner's inductive potential. Thus, davinci (which forms part of the GPT-3 suite) exhibits mild Dualist tendencies, whereas its descendent, text-davinci-003 (a GPT-3.5 model), shows a stronger bias. It selectively considers thoughts (epistemic states) as disembodied-as unlikely to show up in the body (in the brain). Unlike humans, GPT 3.5 categorically rejected the persistence of the psyche after death. Still, when probed about life, GPT 3.5 showed robust Dualist tendencies. These results demonstrate that the mind-body divide is partly learnable from experience. While results from LLMs cannot fully determine how humans acquire Dualism, they do place a higher burden of proof on nativist theories that trace Dualism to innate core cognition (Berent, 2023a; Berent et al., 2022).

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来源期刊
Open Mind
Open Mind Social Sciences-Linguistics and Language
CiteScore
3.20
自引率
0.00%
发文量
15
审稿时长
53 weeks
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