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Measurement models for visual working memory-A factorial model comparison. 视觉工作记忆的测量模型——析因模型比较。
IF 5.4 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2023-04-01 DOI: 10.1037/rev0000328
Klaus Oberauer

Several measurement models have been proposed for data from the continuous-reproduction paradigm for studying visual working memory (WM): The original mixture model (Zhang & Luck, 2008) and its extension (Bays et al., 2009); the interference measurement model (IMM; Oberauer et al., 2017), and the target confusability competition (TCC) model (Schurgin et al., 2020). This article describes a space of possible measurement models in which all these models can be placed. The space is defined by three dimensions: (a) The choice of an activation function (von-Mises or Laplace), (b) the choice of a response-selection function (variants of Luce's choice rule or of signal-detection theory), (c) and whether or not memory precision is assumed to be a constant over manipulations affecting memory. A factorial combination of these three variables generates all possible models in the model space. Fitting all models to eight data sets revealed a new model as empirically most adequate, which combines a von-Mises activation function with a signal-detection response-selection rule. The precision parameter can be treated as a constant across many experimental manipulations, though it probably varies between individuals. All modeling code and the raw data modeled are available on the OSF: https://osf.io/zwprv/ (PsycInfo Database Record (c) 2023 APA, all rights reserved).

对于研究视觉工作记忆(WM)的连续再现范式的数据,已经提出了几种测量模型:原始混合模型(Zhang & Luck, 2008)及其扩展(Bays et al., 2009);干涉测量模型(IMM);Oberauer et al., 2017)和目标混淆竞争(TCC)模型(Schurgin et al., 2020)。本文描述了一个可能的测量模型空间,所有这些模型都可以放置在其中。空间由三个维度定义:(a)激活函数的选择(von-Mises或Laplace), (b)响应选择函数的选择(Luce选择规则或信号检测理论的变体),(c)以及是否假设记忆精度是影响记忆的操作的常数。这三个变量的阶乘组合生成模型空间中所有可能的模型。将所有模型拟合到8个数据集,揭示了一个经验上最充分的新模型,该模型结合了von-Mises激活函数和信号检测响应选择规则。在许多实验操作中,精度参数可以被视为一个常数,尽管它可能因个体而异。所有建模代码和建模的原始数据都可以在OSF上获得:https://osf.io/zwprv/ (PsycInfo Database Record (c) 2023 APA,保留所有权利)。
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引用次数: 7
A unified theory of discrete and continuous responding. 离散和连续响应的统一理论。
IF 5.4 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2023-03-01 DOI: 10.1037/rev0000378
Peter D Kvam, A A J Marley, Andrew Heathcote

Understanding the cognitive processes underlying choice requires theories that can disentangle the representation of stimuli from the processes that map these representations onto observed responses. We develop a dynamic theory of how stimuli are mapped onto discrete (choice) and onto continuous response scales. It proposes that the mapping from a stimulus to an internal representation and then to an evidence accumulation process is accomplished using multiple reference points or "anchors." Evidence is accumulated until a threshold amount for a particular response is obtained, with the relative balance of support for each anchor at that time determining the response. We tested this multiple anchored accumulation theory (MAAT) using the results of two experiments requiring discrete or continuous responses to line length and color stimuli. We manipulated the number of options for discrete responses, the number of different stimuli, and the similarity among them, and compared the outcomes to continuous response conditions. We show that MAAT accounts for several key phenomena: more accurate, faster, and more skewed distributions of responses near the ends of a response scale; lower accuracy and slower responses as the number of discrete choice options increases; and longer response times and lower accuracy when alternative responses are more similar to the target response. Our empirical and modeling results suggest that discrete and continuous response tasks can share a common evidence representation, and that the decision process is sensitive to the perceived similarity among the response options. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

理解选择背后的认知过程需要一些理论,这些理论可以将刺激表征与将这些表征映射到观察到的反应的过程分开。我们发展了一个动态的理论,刺激是如何映射到离散(选择)和连续的反应尺度。它提出从刺激到内部表征再到证据积累过程的映射是使用多个参考点或“锚点”来完成的。证据不断积累,直到获得特定响应的阈值,此时每个锚的支持相对平衡决定响应。我们使用两个实验的结果来测试这种多重锚定积累理论(MAAT),这些实验要求对线长和颜色刺激进行离散或连续的反应。我们对离散反应的选项数量、不同刺激的数量以及它们之间的相似性进行了控制,并将结果与连续反应条件进行了比较。我们发现MAAT解释了几个关键现象:更准确、更快、更偏斜的响应分布接近响应量表的末端;随着离散选择选项数量的增加,准确性降低,响应速度变慢;当备选反应与目标反应更相似时,反应时间更长,准确性更低。我们的实证和建模结果表明,离散和连续响应任务可以共享一个共同的证据表示,并且决策过程对响应选项之间的感知相似性敏感。(PsycInfo数据库记录(c) 2023 APA,版权所有)。
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引用次数: 0
Do item-dependent context representations underlie serial order in cognition? Commentary on Logan (2021). 依赖于项目的语境表征是否构成认知序列的基础?《洛根评论》(2021)。
IF 5.4 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2023-03-01 DOI: 10.1037/rev0000352
Adam F Osth, Mark J Hurlstone

Logan (2021) presented an impressive unification of serial order tasks including whole report, typing, and serial recall in the form of the context retrieval and updating (CRU) model. Despite the wide breadth of the model's coverage, its reliance on encoding and retrieving context representations that consist of the previous items may prevent it from being able to address a number of critical benchmark findings in the serial order literature that have shaped and constrained existing theories. In this commentary, we highlight three major challenges that motivated the development of a rival class of models of serial order, namely positional models. These challenges include the mixed-list phonological similarity effect, the protrusion effect, and interposition errors in temporal grouping. Simulations indicated that CRU can address the mixed-list phonological similarity effect if phonological confusions can occur during its output stage, suggesting that the serial position curves from this paradigm do not rule out models that rely on interitem associations, as has been previously been suggested. The other two challenges are more consequential for the model's representations, and simulations indicated the model was not able to provide a complete account of them. We highlight and discuss how revisions to CRU's representations or retrieval mechanisms can address these phenomena and emphasize that a fruitful direction forward would be to either incorporate positional representations or approximate them with its existing representations. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

Logan(2021)以上下文检索和更新(CRU)模型的形式提出了一系列顺序任务的令人印象深刻的统一,包括完整的报告、打字和连续召回。尽管该模型的覆盖范围很广,但它对编码和检索由先前项目组成的上下文表示的依赖可能会阻止它能够解决一系列顺序文献中的一些关键基准发现,这些发现已经形成并限制了现有的理论。在这篇评论中,我们强调了三个主要的挑战,这些挑战激发了序列顺序模型的竞争类的发展,即位置模型。这些挑战包括混合表语音相似效应、突出效应和时间分组中的插入错误。模拟表明,如果在输出阶段出现语音混淆,CRU可以解决混合列表语音相似效应,这表明该范式的序列位置曲线并不排除依赖于项目间关联的模型,正如之前所建议的那样。另外两个挑战对模型的表示更为重要,模拟表明模型无法提供对它们的完整描述。我们强调并讨论了如何修改CRU的表示或检索机制来解决这些现象,并强调一个富有成效的前进方向将是合并位置表示或将其与现有表示近似。(PsycInfo数据库记录(c) 2023 APA,版权所有)。
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引用次数: 4
Modeling face similarity in police lineups. 警察队伍中面部相似性的建模。
IF 5.4 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2023-03-01 DOI: 10.1037/rev0000408
Kyros J Shen, Melissa F Colloff, Edward Vul, Brent M Wilson, John T Wixted

Police investigators worldwide use lineups to test an eyewitness's memory of a perpetrator. A typical lineup consists of one suspect (who is innocent or guilty) plus five or more fillers who resemble the suspect and who are known to be innocent. Although eyewitness identification decisions were once biased by police pressure and poorly constructed lineups, decades of social science research led to the development of reformed lineup procedures that provide a more objective test memory. Under these improved testing conditions, cognitive models of memory can be used to better understand and ideally enhance eyewitness identification performance. In this regard, one question that has bedeviled the field for decades is how similar the lineup fillers should be to the suspect to optimize performance. Here, we model the effects of manipulating filler similarity to better understand why such manipulations have the intriguing effects they do. Our findings suggest that witnesses rely on a decision variable consisting of the degree to which the memory signal for a particular face in the lineup stands out relative to the crowd of memory signals generated by the set of faces in the lineup. The use of that decision variable helps to explain why discriminability is maximized by choosing fillers that match the suspect on basic facial features typically described by the eyewitness (e.g., age, race, gender) but who otherwise are maximally dissimilar to the suspect. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

世界各地的警方调查人员都使用指认来检验目击证人对罪犯的记忆。一个典型的列队由一名嫌疑人(无罪或有罪)加上五名或更多与嫌疑人相似且已知无罪的填充者组成。尽管目击者辨认的决定曾经受到警方压力和排列不佳的影响,但几十年的社会科学研究导致了对排列程序的改革,提供了更客观的测试记忆。在这些改进的测试条件下,记忆的认知模型可以更好地理解和理想地提高目击者的识别性能。在这方面,一个困扰该领域几十年的问题是,阵容填充剂应该与可疑的填充剂相似到什么程度才能优化性能。在这里,我们模拟操纵填料相似性的影响,以更好地理解为什么这样的操作有有趣的效果,他们做。我们的研究结果表明,证人依赖于一个决策变量,该变量由队列中特定面孔的记忆信号相对于队列中一组面孔产生的记忆信号的突出程度组成。该决策变量的使用有助于解释为什么通过选择在目击者通常描述的基本面部特征(例如,年龄,种族,性别)上与嫌疑人匹配但在其他方面与嫌疑人最大程度不同的填充物,可最大限度地提高可辨别性。(PsycInfo数据库记录(c) 2023 APA,版权所有)。
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引用次数: 4
Beyond cortex: The evolution of the human brain. 超越大脑皮层:人类大脑的进化。
IF 5.4 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2023-03-01 DOI: 10.1037/rev0000361
Rowena Chin, Steve W C Chang, Avram J Holmes

Human evolution has been marked by a striking increase in total brain volume relative to body size. While a prominent and characteristic feature of this volumetric shift has been the disproportionate expansion of association cortex across our evolutionary lineage, descent with modification is apparent throughout all neural systems in both human and nonhuman primates. However, despite evidence for the ubiquitous and complex influence of evolutionary forces on brain biology, within the psychological sciences the vast majority of the literature on human brain evolution is entirely corticocentric. This selective focus has contributed to a flawed theoretical framework in which the evolution of association cortex is viewed as an isolated process, removed from the rest of the brain. Here, we review our current understanding of how evolutionary pressures have acted across anatomically and functionally coupled networks, highlighting the diverse set of rules and principles that govern human brain development. In doing so we challenge the systemic mischaracterization of human cognition and behavior as a competition that pits phylogenetically recent cortical territories against evolutionarily ancient subcortical and cerebellar systems. Rather, we propose a comprehensive view of human brain evolution with critical importance for the use of animal models, theory development, and network-focused approaches in the study of behavior across health and disease. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

人类进化的标志是脑容量相对于身体大小的显著增加。虽然这种体积变化的一个显著特征是在我们的进化谱系中,关联皮层的不成比例的扩张,但在人类和非人类灵长类动物的所有神经系统中,这种变化的下降是明显的。然而,尽管有证据表明进化力量对大脑生物学的影响是普遍而复杂的,但在心理科学领域,绝大多数关于人类大脑进化的文献完全是以皮质为中心的。这种选择性聚焦导致了一个有缺陷的理论框架,在这个框架中,联想皮层的进化被视为一个孤立的过程,与大脑的其他部分分离开来。在这里,我们回顾了我们目前对进化压力如何在解剖学和功能耦合网络中起作用的理解,强调了控制人类大脑发育的各种规则和原则。在这样做的过程中,我们挑战了对人类认知和行为的系统性错误描述,认为这是一种竞争,即在系统发育上最近的皮层区域与进化上古老的皮层下系统和小脑系统之间的竞争。相反,我们提出了一个全面的人类大脑进化的观点,这对于在健康和疾病行为研究中使用动物模型、理论发展和以网络为中心的方法至关重要。(PsycInfo数据库记录(c) 2023 APA,版权所有)。
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引用次数: 10
Play in predictive minds: A cognitive theory of play. 预测性思维中的游戏:游戏的认知理论。
IF 5.4 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2023-03-01 DOI: 10.1037/rev0000369
Marc Malmdorf Andersen, Julian Kiverstein, Mark Miller, Andreas Roepstorff

In this article, we argue that a predictive processing framework (PP) may provide elements for a proximate model of play in children and adults. We propose that play is a behavior in which the agent, in contexts of freedom from the demands of certain competing cognitive systems, deliberately seeks out or creates surprising situations that gravitate toward sweet-spots of relative complexity with the goal of resolving surprise. We further propose that play is experientially associated with a feel-good quality because the agent is reducing significant levels of prediction error (i.e., surprise) faster than expected. We argue that this framework can unify a range of well-established findings in play and developmental research that highlights the role of play in learning, and that casts children as Bayesian learners. The theory integrates the role of positive valence in play (i.e., explaining why play is fun); and what it is to be in a playful mood. Central to the account is the idea that playful agents may create and establish an environment tailored to the generation and further resolution of surprise and uncertainty. Play emerges here as a variety of niche construction where the organism modulates its physical and social environment in order to maximize the productive potential of surprise. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

在这篇文章中,我们认为预测处理框架(PP)可能为儿童和成人游戏的近似模型提供要素。我们认为,游戏是一种行为,在这种行为中,行为主体在不受某些竞争性认知系统需求影响的情况下,故意寻找或创造令人惊讶的情境,这些情境被吸引到相对复杂的最佳点,目的是解决惊喜。我们进一步提出,游戏在经验上与感觉良好的质量有关,因为代理比预期更快地降低了预测误差(即惊喜)的显著水平。我们认为,这个框架可以统一游戏和发展研究中一系列成熟的发现,这些发现强调了游戏在学习中的作用,并将儿童塑造为贝叶斯学习者。该理论整合了积极效价在游戏中的作用(即解释为什么游戏是有趣的);以及什么是好玩的心情。该理论的核心思想是,好玩的代理人可以创造和建立一个环境,为惊喜和不确定性的产生和进一步解决量身定制。在这里,游戏作为各种生态位结构出现,生物体调节其物理和社会环境,以最大限度地提高惊喜的生产潜力。(PsycInfo数据库记录(c) 2023 APA,版权所有)。
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引用次数: 20
Cognitive and personality predictors of school performance from preschool to secondary school: An overarching model. 从学前到中学学习表现的认知和人格预测因素:一个总体模型。
IF 5.4 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2023-03-01 DOI: 10.1037/rev0000399
Andreas Demetriou, George Spanoudis, Constantinos Christou, Samuel Greiff, Nikolaos Makris, Mari-Pauliina Vainikainen, Hudson Golino, Eleftheria Gonida

In this article, existing research investigating how school performance relates to cognitive, self-awareness, language, and personality processes is reviewed. We outline the architecture of the mind, involving a general factor, g, that underlies distinct mental processes (i.e., executive, reasoning, language, cognizance, and personality processes). From preschool to adolescence, g shifts from executive to reasoning and cognizance processes; personality also changes, consolidating in adolescence. There are three major trends in the existing literature: (a) All processes are highly predictive of school achievement if measured alone, each accounting for ∼20% of its variance; (b) when measured together, cognitive processes (executive functions and representational awareness in preschool and fluid intelligence after late primary school) dominate as predictors (over ∼50%), drastically absorbing self-concepts and personality dispositions that drop to ∼3%-5%; and (c) predictive power changes according to the processes forming g at successive levels: attention control and representational awareness in preschool (∼85%); fluid intelligence, language, and working memory in primary school (∼53%); fluid intelligence, language, self-evaluation, and school-specific self-concepts in secondary school (∼70%). Stability and plasticity of personality emerge as predictors in secondary school. A theory of educational priorities is proposed, arguing that (a) executive and awareness processes; (b) information management; and (c) reasoning, self-evaluation, and flexibility in knowledge building must dominate in preschool, primary, and secondary school, respectively. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

在这篇文章中,现有的研究调查了学校表现与认知、自我意识、语言和人格过程的关系。我们概述了心智的架构,包括一个普遍的因素g,它是不同心理过程(即执行、推理、语言、认知和人格过程)的基础。从学龄前到青春期,g从执行过程转向推理和认知过程;个性也会发生变化,在青春期得到巩固。现有文献中有三个主要趋势:(a)如果单独测量,所有过程都高度预测学校成绩,每个过程占其方差的20%;(b)当一起测量时,认知过程(学龄前的执行功能和代表性意识以及小学后期的流体智力)作为预测因素占主导地位(超过50%),显著吸收自我概念和人格倾向(下降至3%-5%);(c)预测能力随g在连续水平上的形成过程而变化:学龄前的注意控制和表征意识(约85%);小学的流体智力、语言和工作记忆(~ 53%);中学的流体智力、语言、自我评价和学校特有的自我概念(约70%)。人格稳定性和可塑性是中学阶段人格发展的预测因子。提出了一种教育优先级理论,认为(A)执行和意识过程;(b)信息管理;(c)推理、自我评价和知识构建的灵活性必须分别在学前、小学和中学阶段占据主导地位。(PsycInfo数据库记录(c) 2023 APA,版权所有)。
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引用次数: 1
Toward nonprobabilistic explanations of learning and decision-making. 学习和决策的非概率解释。
IF 5.4 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2023-03-01 DOI: 10.1037/rev0000355
Aba Szollosi, Chris Donkin, Ben R Newell

Referring to probabilistic concepts (such as randomness, sampling, and probability distributions among others) is commonplace in contemporary explanations of how people learn and make decisions in the face of environmental unknowns. Here, we critically evaluate this practice and argue that such concepts should only play a relatively minor part in psychological explanations. To make this point, we provide a theoretical analysis of what people need to do in order to deal with unknown aspects of a typical decision-making task (a repeated-choice gamble). This analysis reveals that the use of probabilistic concepts in psychological explanations may and often does conceal essential, nonprobabilistic steps that people need to take to attempt to solve the problems that environmental unknowns present. To give these steps a central role, we recast how people solve these problems as a type of hypothesis generation and evaluation, of which using probabilistic concepts to deal with unknowns is one of many possibilities. We also demonstrate some immediate practical consequences of our proposed approach in two experiments. This perspective implies a shift in focus toward nonprobabilistic aspects of psychological explanations. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

参考概率概念(如随机性,抽样和概率分布等)在当代解释人们如何在面对未知环境时学习和做出决策时是司空见惯的。在这里,我们批判性地评估这种做法,并认为这些概念只应该在心理学解释中发挥相对较小的作用。为了说明这一点,我们提供了一个理论分析,说明人们需要做什么来处理一个典型的决策任务(一个重复选择的赌博)的未知方面。这一分析表明,在心理学解释中使用概率概念可能而且经常掩盖了人们需要采取的基本的、非概率的步骤,而这些步骤是人们试图解决环境未知所带来的问题所需要采取的。为了使这些步骤发挥核心作用,我们将人们如何解决这些问题重新定义为一种假设生成和评估,其中使用概率概念来处理未知是许多可能性之一。我们还在两个实验中证明了我们提出的方法的一些直接的实际后果。这一观点意味着人们将注意力转向心理学解释的非概率方面。(PsycInfo数据库记录(c) 2023 APA,版权所有)。
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引用次数: 3
Relational reasoning and generalization using nonsymbolic neural networks. 非符号神经网络的关系推理与泛化。
IF 5.4 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2023-03-01 DOI: 10.1037/rev0000371
Atticus Geiger, Alexandra Carstensen, Michael C Frank, Christopher Potts

The notion of equality (identity) is simple and ubiquitous, making it a key case study for broader questions about the representations supporting abstract relational reasoning. Previous work suggested that neural networks were not suitable models of human relational reasoning because they could not represent mathematically identity, the most basic form of equality. We revisit this question. In our experiments, we assess out-of-sample generalization of equality using both arbitrary representations and representations that have been pretrained on separate tasks to imbue them with structure. We find neural networks are able to learn (a) basic equality (mathematical identity), (b) sequential equality problems (learning ABA-patterned sequences) with only positive training instances, and (c) a complex, hierarchical equality problem with only basic equality training instances ("zero-shot" generalization). In the two latter cases, our models perform tasks proposed in previous work to demarcate human-unique symbolic abilities. These results suggest that essential aspects of symbolic reasoning can emerge from data-driven, nonsymbolic learning processes. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

相等(同一性)的概念简单而普遍,使其成为支持抽象关系推理的表示的更广泛问题的关键案例研究。先前的研究表明,神经网络不适合作为人类关系推理的模型,因为它们不能代表数学上的同一性,即最基本的平等形式。我们重新审视这个问题。在我们的实验中,我们使用任意表征和在单独任务上预训练的表征来评估样本外的平等性泛化。我们发现神经网络能够学习(a)基本等式(数学恒等式),(b)序列等式问题(学习aba模式序列),以及(c)复杂的分层等式问题,只有基本等式训练实例(“零概率”泛化)。在后两种情况下,我们的模型执行先前工作中提出的任务,以划分人类独特的符号能力。这些结果表明,符号推理的基本方面可以从数据驱动的非符号学习过程中出现。(PsycInfo数据库记录(c) 2023 APA,版权所有)。
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引用次数: 12
Word meaning in minds and machines. 单词在大脑和机器中的含义。
IF 5.4 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2023-03-01 DOI: 10.1037/rev0000297
Brenden M Lake, Gregory L Murphy

Machines have achieved a broad and growing set of linguistic competencies, thanks to recent progress in Natural Language Processing (NLP). Psychologists have shown increasing interest in such models, comparing their output to psychological judgments such as similarity, association, priming, and comprehension, raising the question of whether the models could serve as psychological theories. In this article, we compare how humans and machines represent the meaning of words. We argue that contemporary NLP systems are fairly successful models of human word similarity, but they fall short in many other respects. Current models are too strongly linked to the text-based patterns in large corpora, and too weakly linked to the desires, goals, and beliefs that people express through words. Word meanings must also be grounded in perception and action and be capable of flexible combinations in ways that current systems are not. We discuss promising approaches to grounding NLP systems and argue that they will be more successful, with a more human-like, conceptual basis for word meaning. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

由于自然语言处理(NLP)的最新进展,机器已经实现了广泛且不断增长的语言能力。心理学家对这些模型表现出越来越大的兴趣,将它们的输出与心理学判断(如相似性、联想、启动和理解)进行比较,提出了这些模型是否可以作为心理学理论的问题。在本文中,我们将比较人类和机器如何表示单词的含义。我们认为,当代NLP系统是相当成功的人类单词相似度模型,但它们在许多其他方面都存在不足。目前的模型与大型语料库中基于文本的模式的联系过于紧密,而与人们通过语言表达的愿望、目标和信念的联系过于微弱。词义还必须以感知和行动为基础,并且能够灵活地组合,这是当前系统所不具备的。我们讨论了有希望的NLP系统的基础方法,并认为它们将更成功,具有更像人类的概念基础的单词含义。(PsycInfo数据库记录(c) 2023 APA,版权所有)。
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引用次数: 71
期刊
Psychological review
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