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Distributional social semantics: Inferring word meanings from communication patterns 分布社会语义学:从交际模式推断词义
IF 2.6 2区 心理学 Q1 PSYCHOLOGY Pub Date : 2021-12-01 DOI: 10.1016/j.cogpsych.2021.101441
Brendan T. Johns

Distributional models of lexical semantics have proven to be powerful accounts of how word meanings are acquired from the natural language environment (Günther, Rinaldi, & Marelli, 2019; Kumar, 2020). Standard models of this type acquire the meaning of words through the learning of word co-occurrence statistics across large corpora. However, these models ignore social and communicative aspects of language processing, which is considered central to usage-based and adaptive theories of language (Tomasello, 2003; Beckner et al., 2009). Johns (2021) recently demonstrated that integrating social and communicative information into a lexical strength measure allowed for benchmark fits to be attained for lexical organization data, indicating that the social world contains important statistical information for language learning and processing. Through the analysis of the communication patterns of over 330,000 individuals on the online forum Reddit, totaling approximately 55 billion words of text, the findings of the current article demonstrates that social information about word usage allows for unique aspects of a word’s meaning to be acquired, providing a new pathway for distributional model development.

词汇语义的分布模型已被证明是词义如何从自然语言环境中获得的有力解释(g nther, Rinaldi, &;的公司,2019;库马尔,2020)。这种类型的标准模型通过学习跨大型语料库的词共现统计来获取词的意义。然而,这些模型忽略了语言处理的社会和交际方面,这被认为是基于使用和适应的语言理论的核心(Tomasello, 2003;Beckner et al., 2009)。Johns(2021)最近证明,将社会和交际信息整合到词汇强度测量中,可以获得词汇组织数据的基准拟合,这表明社会世界包含对语言学习和处理重要的统计信息。通过分析在线论坛Reddit上超过33万人的交流模式,总共约550亿字的文本,本文的研究结果表明,关于单词使用的社会信息允许获得单词含义的独特方面,为分布式模型的开发提供了新的途径。
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引用次数: 8
Word vs. World Knowledge: A developmental shift from bottom-up lexical cues to top-down plausibility 词汇vs.世界知识:从自下而上的词汇线索到自上而下的合理性的发展转变
IF 2.6 2区 心理学 Q1 PSYCHOLOGY Pub Date : 2021-12-01 DOI: 10.1016/j.cogpsych.2021.101442
Anthony Yacovone, Carissa L. Shafto, Amanda Worek, Jesse Snedeker

Both 5-year-old children and adults infer the structure of a sentence as they are hearing it. Prior work, however, has found that children do not always make use of the same information that adults do to guide these inferences. Specifically, when hearing ambiguous sentences like “You can tickle the frog with the feather,” children seem to ignore the aspects of the referential context that adults rely on to resolve the ambiguity—e.g., are there two frogs in the scene, one with a feather and one without? Or is there only one frog to be tickled by using a feather? The present study explored two hypotheses about children’s failure to use high-level, top-down context cues to infer the structure of these ambiguous sentences: First, children may be less likely to use any top-down cue during comprehension. Second, children may only have difficulties with top-down cues that are unreliable predictors of which syntactic structure is being used. Thus, to disentangle these hypotheses, we conducted a visual world study of adults’ and children’s ambiguity resolution, manipulating a more reliable top-down cue (the plausibility of the interpretation) and pitting it against a robust bottom-up cue (lexical biases). We find that adults’ and children’s final interpretations are influenced by both sources of information: adults, however, give greater weight to the top-down cue, whereas children primarily rely on the bottom-up cue. Thus, children’s tendency to make minimal use of top-down information persists even when this information is highly valid and dominates adult comprehension. We propose that children have a systematic propensity to rely on bottom-up processing to a greater degree than adults, which could reflect differences in the architecture of the adult and child language comprehension systems or differences in processing speed.

5岁的孩子和成人都能在听句子的时候推断出句子的结构。然而,先前的研究发现,儿童并不总是像成年人那样利用同样的信息来指导这些推断。具体来说,当听到像“你可以用羽毛挠青蛙”这样模棱两可的句子时,孩子们似乎忽略了成年人用来解决模棱两可的参考环境的各个方面。场景中是否有两只青蛙,一只有羽毛,一只没有?还是只有一只青蛙可以用羽毛挠痒?本研究探讨了两种关于儿童无法使用高水平、自上而下的语境线索来推断这些模棱两可句子结构的假设:第一,儿童在理解过程中可能不太可能使用自上而下的线索。其次,孩子们可能只对自上而下的线索有困难,这些线索对使用的句法结构是不可靠的预测。因此,为了解开这些假设,我们对成人和儿童的歧义解决进行了一项视觉世界研究,操纵更可靠的自上而下线索(解释的合理性),并将其与强大的自下而上线索(词汇偏见)进行比较。我们发现,成人和儿童的最终解释都受到两种信息来源的影响:然而,成人更重视自上而下的线索,而儿童主要依赖自下而上的线索。因此,儿童很少使用自上而下信息的倾向持续存在,即使这些信息是高度有效的,并主导成年人的理解。我们认为,儿童比成人更倾向于依赖自下而上的加工,这可能反映了成人和儿童语言理解系统的结构差异或加工速度的差异。
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引用次数: 0
How “is” shapes “ought” for folk-biological concepts 形状在民间生物学概念中的“应该”是怎样的
IF 2.6 2区 心理学 Q1 PSYCHOLOGY Pub Date : 2021-11-24 DOI: 10.31234/osf.io/k2sfm
Emily Foster-Hanson, T. Lombrozo
Knowing which features are frequent among a biological kind (e.g., that most zebras have stripes) shapes people's representations of what category members are like (e.g., that typical zebras have stripes) and normative judgments about what they ought to be like (e.g., that zebras should have stripes). In the current work, we ask if people's inclination to explain why features are frequent is a key mechanism through which what "is" shapes beliefs about what "ought" to be. Across four studies (N = 591), we find that frequent features are often explained by appeal to feature function (e.g., that stripes are for camouflage), that functional explanations in turn shape judgments of typicality, and that functional explanations and typicality both predict normative judgments that category members ought to have functional features. We also identify the causal assumptions that license inferences from feature frequency and function, as well as the nature of the normative inferences that are drawn: by specifying an instrumental goal (e.g., camouflage), functional explanations establish a basis for normative evaluation. These findings shed light on how and why our representations of how the natural world is shape our judgments of how it ought to be.
知道哪些特征在生物种类中是常见的(例如,大多数斑马都有条纹),可以塑造人们对类别成员是什么样的表征(例如,典型的斑马有条纹),以及对他们应该是什么样的规范性判断(例如,斑马应该有条纹)。在目前的工作中,我们提出了一个问题,即人们倾向于解释为什么特征频繁出现,这是否是一个关键机制,通过这个机制,“现状”决定了人们对“应该”是什么的信念。在四项研究中(N = 591),我们发现频繁的特征通常是通过对特征功能的吸引力来解释的(例如,条纹是用来伪装的),功能解释反过来塑造了典型性的判断,功能解释和典型性都预测了规范性判断,即类别成员应该具有功能特征。我们还确定了从特征频率和功能推断的因果假设,以及所绘制的规范性推断的性质:通过指定工具目标(例如,伪装),功能解释为规范性评估奠定了基础。这些发现揭示了我们对自然世界的描述如何以及为什么会影响我们对自然世界应该如何的判断。
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引用次数: 6
Evidence for multiple sources of inductive potential: Occupations and their relations to social institutions 诱导潜能的多重来源的证据:职业及其与社会制度的关系
IF 2.6 2区 心理学 Q1 PSYCHOLOGY Pub Date : 2021-11-01 DOI: 10.1016/j.cogpsych.2021.101422
Alexander Noyes , Yarrow Dunham , Frank C. Keil , Katherine Ritchie

Several current theories have essences as primary drivers of inductive potential: e.g., people infer dogs share properties because they share essences. We investigated the possibility that people take occupational roles as having robust inductive potential because of a different source: their position in stable social institutions. In Studies 1–4, participants learned a novel property about a target, and then decided whether two new individuals had the property (one with the same occupation, one without). Participants used occupational roles to robustly generalize rights and obligations, functional behaviors, personality traits, and skills. In Studies 5–6, we contrasted occupational roles (via label) with race/gender (via visual face cues). Participants reliably favored occupational roles over race/gender for generalizing rights and obligations, functional behaviors, personality traits, and skills (they favored race/gender for inferring leisure behaviors and physiological properties). Occupational roles supported inferences to the same extent as animal categories (Studies 4 and 6). In Study 7, we examined why members of occupational roles share properties. Participants did not attribute the inductive potential of occupational roles to essences, they attributed it to social institutions. In combination, these seven studies demonstrate that any theory of inductive potential must pluralistically allow for both essences and social institutions to form the basis of inductive potential.

目前的一些理论认为,本质是归纳电位的主要驱动因素:例如,人们推断狗有共同的属性,因为它们有共同的本质。我们调查了人们扮演具有强大诱导潜能的职业角色的可能性,因为一个不同的来源:他们在稳定的社会机构中的地位。在研究1-4中,参与者了解了一个目标的新特性,然后决定两个新个体是否具有该特性(一个具有相同的职业,一个没有)。参与者使用职业角色来概括权利和义务、功能性行为、人格特征和技能。在研究5-6中,我们将职业角色(通过标签)与种族/性别(通过视觉面部线索)进行了对比。在概括权利和义务、功能行为、人格特征和技能方面,参与者更倾向于职业角色,而不是种族/性别(在推断休闲行为和生理特性方面,他们更倾向于种族/性别)。职业角色支持推理的程度与动物类别相同(研究4和6)。在研究7中,我们研究了为什么职业角色的成员共享属性。参与者没有将职业角色的诱导潜能归因于本质,他们将其归因于社会制度。综上所述,这七项研究表明,任何归纳电位理论都必须多元地考虑到构成归纳电位基础的本质和社会制度。
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引用次数: 2
Mind the gap: How incomplete explanations influence children’s interest and learning behaviors 注意差距:不完整的解释如何影响孩子的兴趣和学习行为
IF 2.6 2区 心理学 Q1 PSYCHOLOGY Pub Date : 2021-11-01 DOI: 10.1016/j.cogpsych.2021.101421
Judith H. Danovitch , Candice M. Mills , Kaitlin R. Sands , Allison J. Williams

Children rely on others’ explanations to learn scientific concepts, yet sometimes the explanations they receive are incomplete. Three studies explore how receiving incomplete or complete explanations influences children’s subsequent interest and engagement in learning behaviors to obtain additional information about a topic. Children ages 7–10 (N = 275; 49% female, 51% male; 55% white) viewed question-and-answer exchanges about animal behaviors that included either a complete causal explanation of the behavior or an explanation that was missing a key step. Children rated how knowledgeable they felt after hearing the explanation (Study 1) or how much information was missing from the explanation (Studies 2 and 3) and reported how interested they were in learning more about the topic. They also completed two measures of learning behaviors: a book choice task (all studies) and a card choice task (Studies 1 and 2). In the book choice task, children opted to learn about the topics of the incomplete explanations more frequently than the topics of the complete explanations. However, there was no evidence of selective learning behaviors in the card choice task and children’s self-reported interest in learning more about each animal behavior was not directly related to the type of explanation they had received. Individual differences in children’s interest and learning behaviors were linked to verbal intelligence and domain-specific biological knowledge. Implications for the information-gap theory of learning and children’s learning in multiple contexts are discussed.

孩子们依靠别人的解释来学习科学概念,但有时他们得到的解释是不完整的。三项研究探讨了接受不完整或完整的解释如何影响儿童随后对学习行为的兴趣和参与,以获得有关主题的额外信息。7-10岁儿童(N = 275;女性49%,男性51%;55%白人)观看了关于动物行为的问答交流,其中包括对行为的完整因果解释或缺少关键步骤的解释。孩子们在听到解释(研究1)或解释中缺少多少信息(研究2和3)后对自己的知识程度进行了评分,并报告了他们对更多地了解该主题的兴趣程度。他们还完成了两项学习行为测试:选书任务(所有研究)和选卡任务(研究1和2)。在选书任务中,孩子们选择学习不完整解释的主题比学习完整解释的主题更频繁。然而,在卡片选择任务中没有选择性学习行为的证据,儿童自我报告的对学习每种动物行为的兴趣与他们收到的解释类型没有直接关系。儿童兴趣和学习行为的个体差异与语言智力和特定领域的生物知识有关。讨论了信息缺口学习理论和儿童多情境学习的启示。
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引用次数: 8
Discovering skill 发现技能
IF 2.6 2区 心理学 Q1 PSYCHOLOGY Pub Date : 2021-09-01 DOI: 10.1016/j.cogpsych.2021.101410
John R. Anderson, Shawn Betts, Daniel Bothell, Christian Lebiere

This paper shows how identical skills can emerge either from instruction or discovery when both result in an understanding of the causal structure of the task domain. The paper focuses on the discovery process, extending the skill acquisition model of Anderson et al. (2019) to address learning by discovery. The discovery process involves exploring the environment and developing associations between discontinuities in the task and events that precede them. The growth of associative strength in ACT-R serves to identify potential causal connections. The model can derive operators from these discovered causal relations just as does with the instructed causal information. Subjects were given a task of learning to play a video game either with a description of the game’s causal structure (Instruction) or not (Discovery). The Instruction subjects learned faster, but successful Discovery subjects caught up. After 20 3-minute games the behavior of the successful subjects in the two groups was largely indistinguishable. The play of these Discovery subjects jumped in the same discrete way as did the behavior of simulated subjects in the model. These results show how implicit processes (associative learning, control tuning) and explicit processes (causal inference, planning) can combine to produce human learning in complex environments.

这篇论文展示了相同的技能是如何从指导或发现中产生的,当两者都导致对任务域因果结构的理解时。本文重点关注发现过程,扩展了Anderson等人(2019)的技能习得模型,以解决通过发现学习的问题。发现过程包括探索环境,并在任务中的不连续性和之前的事件之间建立联系。ACT-R中联想强度的增长有助于识别潜在的因果联系。该模型可以像处理指示的因果信息一样,从这些发现的因果关系中推导出算子。研究对象被分配了一项学习玩电子游戏的任务,要么有游戏因果结构的描述(指导),要么没有(发现)。教学组学得更快,但成功的探索组也赶上了。在20个3分钟的游戏后,两组成功受试者的行为基本无法区分。这些“发现”实验对象的行为跳跃方式与模型中模拟实验对象的行为跳跃方式相同。这些结果表明,内隐过程(联想学习、控制调节)和外显过程(因果推理、规划)可以结合起来,在复杂环境中产生人类学习。
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引用次数: 3
Developmental differences in reactivation underlying self-derivation of new knowledge through memory integration 通过记忆整合的新知识自我衍生的再激活的发展差异
IF 2.6 2区 心理学 Q1 PSYCHOLOGY Pub Date : 2021-09-01 DOI: 10.1016/j.cogpsych.2021.101413
Hilary E. Miller-Goldwater, Lucy M. Cronin-Golomb, Blaire M. Porter, Patricia J. Bauer

Self-derivation of novel facts through integration of memory content is fundamental to acquiring new knowledge and a means of building a semantic knowledge base. It involves combining memory content acquired across separate episodes of learning to generate new knowledge that was not explicitly taught in either episode. To self-derive, one needs to reactivate earlier learned memory content upon exposure to related content and then integrate the learning episodes. Previous research found developmental differences in the conditions under which integration occurs. Adults spontaneously integrate whereas 7- to 9-year-old children seemingly integrate only upon direct tests that verbally prompt for integration. Yet it is unclear whether children engage in the preliminary process of reactivation prior to the direct tests. To address this gap in the current research, we developed an eye-tracking paradigm and tested whether adults and 7- to 9-year-old children engage in the process of reactivation prior to direct tests. The direct tests verbally prompted for integration of memory content requiring self-derivation through both open-ended and forced-choice formats. Both adults and children engaged in reactivation prior to the direct tests. The extent of their reactivation predicted their performance on the direct tests. However, adults showed stronger evidence of reactivation and performed better than children on the direct tests. This work contributes to understandings of developmental differences in the underlying processes involved in the development of new knowledge.

通过整合记忆内容,对新事实进行自我推导是获取新知识的基础,也是构建语义知识库的手段。它包括将在不同的学习阶段获得的记忆内容结合起来,产生在任何一个阶段都没有明确教授的新知识。为了自我推导,一个人需要在接触相关内容时重新激活先前学习过的记忆内容,然后整合学习情节。先前的研究发现,整合发生的条件存在发育差异。成年人自发地融入社会,而7到9岁的儿童似乎只有在直接的口头提示下才能融入社会。然而,目前尚不清楚儿童在直接测试之前是否参与了重新激活的初步过程。为了解决当前研究中的这一空白,我们开发了一种眼动追踪范式,并在直接测试之前测试了成人和7至9岁的儿童是否参与了再激活过程。直接测试口头提示需要通过开放式和强制选择格式进行自派生的内存内容的集成。成人和儿童在直接测试前都进行了再激活。他们的再激活程度预测了他们在直接测试中的表现。然而,成年人在直接测试中表现出更强的再激活证据,并且表现得比儿童更好。这项工作有助于理解新知识发展中涉及的潜在过程中的发展差异。
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引用次数: 10
Filling the gap in gap-filling: Long-distance dependency formation in sentence production 填空中的填空:句子生成中的远距离依存关系形成
IF 2.6 2区 心理学 Q1 PSYCHOLOGY Pub Date : 2021-09-01 DOI: 10.1016/j.cogpsych.2021.101411
Shota Momma

In a sentence like Who does the artist think chased the chef?, the who at the beginning depends on the last bit of the sentence, chased the chef. This is an instance of a long-distance dependency. What is the nature of the cognitive process that allows speakers to produce sentences that include distant elements that form dependencies? In four experiments, speakers described drawings that elicited long-distance dependencies. Critically, speakers were sometimes primed to produce a that in sentences where that was ungrammatical due to a grammatical constraint known as the that-trace constraint (e.g.,*Who does the artist think that chased the chef). Results showed that, when primed to say an ungrammatical that, speakers were slower to start to speak. Because the that-trace constraint applies selectively to certain configurations of long-distance dependencies, this suggests that the grammatical details of the long-distance dependency are already planned before speakers start to speak the sentences involving long-distance dependencies. I propose a formal model that explains how speakers plan long-distance dependencies in advance of speaking them while also managing the cognitive pressure to speak sentences incrementally.

在“谁认为艺术家追赶厨师?”,谁在开始依赖于最后一点的句子,追逐厨师。这是一个远程依赖的实例。认知过程的本质是什么,使说话者能够写出包含构成依赖关系的遥远元素的句子?在四个实验中,说话者描述了引起远距离依赖的图画。重要的是,说话者有时会在不符合语法的句子中产生that,这是由于被称为that-trace约束的语法限制(例如,*艺术家认为是谁在追赶厨师)。结果显示,当被提示说不符合语法的词语时,说话者开始说话的速度会慢一些。因为that-trace约束选择性地应用于长距离依赖关系的某些配置,这表明在说话者开始说出涉及长距离依赖关系的句子之前,就已经计划好了长距离依赖关系的语法细节。我提出了一个正式的模型来解释说话者是如何在说话之前计划远距离依赖关系的,同时也管理着增量说句子的认知压力。
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引用次数: 7
Dichotomous thinking about social groups: Learning about one group can activate opposite beliefs about another group 对社会群体的两分法思考:了解一个群体可以激活对另一个群体的相反信念
IF 2.6 2区 心理学 Q1 PSYCHOLOGY Pub Date : 2021-09-01 DOI: 10.1016/j.cogpsych.2021.101408
Hannah J. Kramer , Deborah Goldfarb , Sarah M. Tashjian , Kristin Hansen Lagattuta

Across three studies (N = 607), we examined people’s use of a dichotomizing heuristic—the inference that characteristics belonging to one group do not apply to another group—when making judgments about novel social groups. Participants learned information about one group (e.g., “Zuttles like apples”), and then made inferences about another group (e.g., “Do Twiggums like apples or hate apples?”). Study 1 acted as a proof of concept: Eight-year-olds and adults (but not 5-year-olds) assumed that the two groups would have opposite characteristics. Learning about the group as a generic whole versus as specific individuals boosted the use of the heuristic. Study 2 and Study 3 (sample sizes, methods, and analyses pre-registered), examined whether the presence or absence of several factors affected the activation and scope of the dichotomizing heuristic in adults. Whereas learning about or treating the groups as separate was necessary for activating dichotomous thinking, intergroup conflict and featuring only two (versus many) groups was not required. Moreover, the heuristic occurred when participants made both binary and scaled decisions. Once triggered, adults applied this cognitive shortcut widely—not only to benign (e.g., liking apples) and novel characteristics (e.g., liking modies), but also to evaluative traits signaling the morals or virtues of a social group (e.g., meanness or intelligence). Adults did not, however, extend the heuristic to the edges of improbability: They failed to dichotomize when doing so would attribute highly unusual preferences (e.g., disliking having fun). Taken together, these studies indicate the presence of a dichotomizing heuristic with broad implications for how people make social group inferences.

在三个研究中(N = 607),我们检查了人们在对新的社会群体做出判断时使用的二分类启发式——推断属于一个群体的特征不适用于另一个群体。参与者先了解一组的信息(例如,“Zuttles喜欢苹果”),然后对另一组进行推断(例如,“twiggum喜欢苹果还是讨厌苹果?”)。研究1作为一个概念的证明:8岁的孩子和成年人(但不是5岁的孩子)认为这两组人会有相反的特征。将群体作为一个整体来了解,而不是作为特定的个体来了解,提高了启发式的使用。研究2和研究3(样本量、方法和预先注册的分析)检验了几个因素的存在或不存在是否会影响成人二分启发式的激活和范围。然而,对于激活二分法思维来说,学习或对待不同的群体是必要的,而群体间的冲突和只有两个(而不是许多)群体是不必要的。此外,当参与者同时做出二进制和缩放决策时,启发式也会发生。一旦被触发,成年人就会广泛地应用这种认知捷径——不仅是良性的(例如,喜欢苹果)和新奇的特征(例如,喜欢moddies),而且还适用于表明一个社会群体的道德或美德的评价特征(例如,卑鄙或智力)。然而,成年人并没有将这种启发式扩展到非概率的边缘:当这样做会归因于非常不寻常的偏好(例如,不喜欢玩)时,他们无法进行二分类。综上所述,这些研究表明,二分类启发式的存在对人们如何进行社会群体推理具有广泛的影响。
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引用次数: 8
Predicting responsibility judgments from dispositional inferences and causal attributions 从性格推断和因果归因预测责任判断
IF 2.6 2区 心理学 Q1 PSYCHOLOGY Pub Date : 2021-09-01 DOI: 10.1016/j.cogpsych.2021.101412
Antonia F. Langenhoff , Alex Wiegmann , Joseph Y. Halpern , Joshua B. Tenenbaum , Tobias Gerstenberg

The question of how people hold others responsible has motivated decades of theorizing and empirical work. In this paper, we develop and test a computational model that bridges the gap between broad but qualitative framework theories, and quantitative but narrow models. In our model, responsibility judgments are the result of two cognitive processes: a dispositional inference about a person’s character from their action, and a causal attribution about the person’s role in bringing about the outcome. We test the model in a group setting in which political committee members vote on whether or not a policy should be passed. We assessed participants’ dispositional inferences and causal attributions by asking how surprising and important a committee member’s vote was. Participants’ answers to these questions in Experiment 1 accurately predicted responsibility judgments in Experiment 2. In Experiments 3 and 4, we show that the model also predicts moral responsibility judgments, and that importance matters more for responsibility, while surprise matters more for judgments of wrongfulness.

人们如何让他人负责的问题激发了数十年的理论和实证研究。在本文中,我们开发并测试了一个计算模型,该模型弥合了广泛但定性的框架理论和定量但狭窄的模型之间的差距。在我们的模型中,责任判断是两个认知过程的结果:从一个人的行为中推断出一个人的性格,以及对这个人在产生结果时所扮演的角色进行因果归因。我们在一个政治委员会成员投票决定是否应该通过一项政策的群体设置中测试该模型。我们通过询问委员会成员的投票有多令人惊讶和重要来评估参与者的性格推断和因果归因。实验1中被试对这些问题的回答准确地预测了实验2中的责任判断。在实验3和4中,我们表明该模型也预测道德责任判断,并且重要性对责任更重要,而意外性对错误判断更重要。
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引用次数: 0
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