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How online studies must increase their defences against AI. 在线学习必须如何加强对人工智能的防御。
Pub Date : 2026-01-08 DOI: 10.1038/s44271-025-00388-2
Gerrit Anders, Jürgen Buder, Frank Papenmeier, Markus Huff
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引用次数: 0
The misperception of Asian subgroup representation in STEM. 对STEM中亚洲亚群代表性的误解。
Pub Date : 2026-01-03 DOI: 10.1038/s44271-025-00389-1
A Chyei Vinluan, Michael W Kraus

The stereotype that Asian Americans excel in science and math has contributed to the narrative that they are overrepresented in STEM fields. However, U.S. Census data reveals this is not the case-there are significant disparities in STEM representation across Asian subgroups. The present research investigates whether U.S. participants are aware of these disparities. In Studies 1 and 2, we show that participants misperceive the STEM representation of Chinese, Japanese, Korean, Indian, Filipino, and Vietnamese subgroups. Study 3 demonstrates that these misperceptions persist despite changes in question framing and measurement. Furthermore, our findings suggest that these misperceptions are due to stereotypical expectations: participants view East Asian subgroups as more representative of Asian Americans and therefore more likely to be overrepresented in STEM, while perceiving Southeast Asian subgroups as less representative and more likely to be underrepresented. In a final study, we find that informing egalitarian-minded participants about these disparities increases support for racial equity-enhancing policies, and all participants' support for disaggregated data about Asian subgroups. Overall, our findings indicate that many U.S. participants are unaware of the within-group disparities among Asian Americans and underscore the importance of collecting and reporting data at the subgroup level to bring these inequalities to light.

认为亚裔美国人擅长科学和数学的刻板印象,导致了他们在STEM领域的比例过高的说法。然而,美国人口普查数据显示,情况并非如此——亚裔亚群体在STEM方面的表现存在显著差异。目前的研究调查了美国参与者是否意识到这些差异。在研究1和2中,我们发现参与者误解了中国、日本、韩国、印度、菲律宾和越南亚群的STEM代表。研究3表明,尽管问题框架和测量方法发生了变化,但这些误解仍然存在。此外,我们的研究结果表明,这些误解是由于刻板印象的期望:参与者认为东亚亚组更能代表亚裔美国人,因此更有可能在STEM中被过多代表,而认为东南亚亚组代表性较低,更有可能被低估。在最后一项研究中,我们发现,将这些差异告知具有平等主义思想的参与者会增加对促进种族平等政策的支持,并且所有参与者都支持有关亚洲子群体的分类数据。总的来说,我们的研究结果表明,许多美国参与者没有意识到亚裔美国人的群体内部差异,并强调了在亚群体层面收集和报告数据以揭示这些不平等的重要性。
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引用次数: 0
The continued influence of AI-generated deepfake videos despite transparency warnings. 尽管有透明度警告,人工智能生成的深度假视频的影响仍在继续。
Pub Date : 2026-01-02 DOI: 10.1038/s44271-025-00381-9
Simon Clark, Stephan Lewandowsky

Advances in artificial intelligence (AI) have made it easier to create highly realistic deepfake videos, which can appear to show someone doing or saying something they did not do or say. Deepfakes may present a threat to individuals and society: for example, deepfakes can be used to influence elections by discrediting political opponents. Psychological research shows that people's ability to detect deepfake videos varies considerably, making us potentially vulnerable to the influence of a video we have failed to identify as fake. However, little is yet known about the potential impact of a deepfake video that has been explicitly identified and flagged as fake. Examining this issue is important because current legislative initiatives to regulate AI emphasize transparency. We report three preregistered experiments (N = 175, 275, 223), in which participants were shown a deepfake video of someone appearing to confess committing a crime or a moral transgression, preceded in some conditions by a warning stating that the video was a deepfake. Participants were then asked questions about the person's guilt, to examine the influence of the video's content. We found that most participants relied on the content of a deepfake video, even when they had been explicitly warned beforehand that it was fake, although alternative explanations for the video's influence, related to task framing, cannot be ruled out. This result was observed even with participants who indicated that they believed the warning and knew the video to be fake. Our findings suggest that transparency is insufficient to entirely negate the influence of deepfake videos, which has implications for legislators, policymakers, and regulators of online content.

人工智能(AI)的进步使得制作高度逼真的深度假视频变得更加容易,这些视频可以显示某人在做或说他们没有做或说的事情。深度造假可能对个人和社会构成威胁:例如,深度造假可以通过诋毁政治对手来影响选举。心理学研究表明,人们识别深度假视频的能力差异很大,这使得我们可能容易受到我们未能识别为假视频的影响。然而,对于一个被明确识别并标记为假的深度假视频的潜在影响,我们知之甚少。研究这个问题很重要,因为目前监管人工智能的立法举措强调透明度。我们报告了三个预先注册的实验(N = 175,275,223),在这些实验中,参与者观看了一段深度伪造的视频,视频中有人似乎在承认犯罪或道德违规,在某些情况下,视频被警告为深度伪造。然后,研究人员向参与者询问有关这个人的内疚感的问题,以检验视频内容对他们的影响。我们发现,大多数参与者都依赖深度假视频的内容,即使他们事先被明确警告这是假的,尽管不能排除与任务框架相关的视频影响的其他解释。即使参与者表示他们相信警告并知道视频是假的,也可以观察到这一结果。我们的研究结果表明,透明度不足以完全否定深度虚假视频的影响,这对立法者、政策制定者和在线内容监管机构都有影响。
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引用次数: 0
Memory justifications provide valid indicators of retrieval accuracy across time. 内存证明提供了跨时间检索准确性的有效指示器。
Pub Date : 2025-12-31 DOI: 10.1038/s44271-025-00378-4
Avi Gamoran, Zohar Raz Groman, Michael Gilead, Talya Sadeh

Human beings share in others' experiences and learn from them, but epistemic vigilance is necessary to avoid being misled by false information, and to distinguish between veridical and non-veridical memories. Memory Justifications, individuals' explanations for why they believe a recalled event truly occurred, help maintain epistemic vigilance regarding our memories. Understanding how justifications are affected by the passage of time is crucial since they serve to ensure memory validity in everyday life and in legal settings. Using behavioral measures and linguistic analyses of participants' (N = 421) self-reported memory justifications, we examined changes in justifications' content and detail over time. The credibility of justifications was validated by comparing them with free recall performance. Results demonstrated a decrease in overall recall over time. However, the degree of episodic detail in justifications was steady across time delays, indicating preserved justification content over time. Pre-registered and exploratory analyses showed that the proportion of justified recalls and justifications' term frequencies were also preserved over time. Our findings suggest that individuals' memory justifications serve as relatively reliable indicators of retrieval accuracy, which remain stable over time. Still, lexical measures demonstrated that some aspects of justifications' content show subtle delay-related changes, which might be explained in terms of a time-dependent decline in subjective confidence.

人类分享他人的经验并从中学习,但为了避免被虚假信息误导,区分真实记忆和非真实记忆,需要有认识上的警惕。记忆辩护,即个人对为什么他们相信回忆的事件确实发生的解释,有助于保持对我们记忆的认知警觉性。理解辩护是如何受到时间流逝的影响是至关重要的,因为它们有助于确保记忆在日常生活和法律环境中的有效性。通过对参与者(N = 421)自我报告的记忆辩护的行为测量和语言分析,我们研究了辩护的内容和细节随时间的变化。通过与自由回忆性能的比较,验证了证明的可信性。结果显示,随着时间的推移,整体记忆力下降。然而,在时间延迟中,证明中情节细节的程度是稳定的,表明证明内容随着时间的推移而保留。预登记和探索性分析表明,合理召回的比例和合理的术语频率也随时间保持不变。我们的研究结果表明,个体的记忆辩护作为检索准确性的相对可靠的指标,随着时间的推移保持稳定。然而,词汇测量表明,辩护内容的某些方面显示出微妙的与延迟相关的变化,这可能可以用主观信心的时间依赖性下降来解释。
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引用次数: 0
Willingness to trust is reduced by loneliness and paranoia. 信任的意愿会因为孤独和偏执而降低。
Pub Date : 2025-12-30 DOI: 10.1038/s44271-025-00384-6
Gabriele Bellucci, Mehdi Keramati, Esther Hanssen, Anne-Kathrin Fett

Loneliness is associated with negative social behaviors, impairing social relationships. However, the underlying mechanisms are poorly understood. Here, we investigated the relationship between paranoid thoughts and lonely individuals' willingness to rely on expectations of partner reciprocity in an investment game with individuals with and without psychosis (54 participants). We found that loneliness and paranoia were strongly correlated with each other and with more distrustful behavior after breaches of trust. Sensitivity to changes in partner reciprocity was higher in lonelier and more paranoid individuals. Lonelier individuals also trusted highly reciprocating partners less. Computational modeling revealed that lonelier and more paranoid individuals were less willing to rely on expectations of partner reciprocity. Importantly, these effects were observed in both patients and controls, indicating the important role of loneliness and paranoia in both clinical and general populations. These findings demonstrate how loneliness relates to social behaviors and expectations, pointing to important downstream implications for lonely individuals' relationships.

孤独与消极的社会行为有关,损害社会关系。然而,人们对其潜在机制知之甚少。在这里,我们调查了偏执思想与孤独个体依赖伙伴互惠期望的意愿之间的关系,这些个体有精神病和没有精神病(54名参与者)。我们发现,孤独和偏执彼此密切相关,并且在违背信任后会产生更多的不信任行为。孤独和偏执的个体对伴侣互惠变化的敏感度更高。孤独的人也不太信任回报度高的伴侣。计算模型显示,孤独和偏执的人不太愿意依赖伴侣互惠的期望。重要的是,这些影响在患者和对照组中都观察到了,表明孤独和偏执在临床和一般人群中都起着重要作用。这些发现证明了孤独是如何与社会行为和期望相关的,并指出了孤独个体关系的重要下游含义。
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引用次数: 0
Sequence structure in children's speech reveals non-linear development of relations between word categories. 儿童言语中的序列结构揭示了词类之间关系的非线性发展。
Pub Date : 2025-12-26 DOI: 10.1038/s44271-025-00380-w
Maja Linke, Michael Ramscar

Why do children learn some words earlier than others? Can children's speech patterns reveal how their evolving models of language determine what they learn? This study presents a systemic analysis of children's speech using low-dimensional embeddings to examine how the contextual knowledge reflected in their utterances reorganizes as linguistic experience increases. We analyzed age-stratified samples from the CHILDES database (18-36 months: n = 1,693,641 tokens; 3-6 years: n = 1,750,007; 5-12 years: n = 1,721,828) and adult speech from the SUBS2VEC subtitle corpus (n = 1,742,885). Our results suggest that the order and position of words in sequences produced by children from different age groups reflect changes in the way they represent categories of words. Rather than being ungrammatical, children's utterances appear to be structured by temporary grammars that optimize the distribution of information in sequences. The results point to shifts in how words are organized in semantic space, reflecting the gradual alignment of lexical categories during learning; this restructuring appears to draw on functionally ambiguous (multipurpose) categories in English. These findings are somewhat counterintuitive, as they suggest that not knowing the exact meaning of words can facilitate both learning and communication.

为什么孩子比其他人更早学习一些单词?儿童的语言模式能否揭示他们的语言进化模式如何决定他们学习的内容?本研究采用低维嵌入对儿童言语进行系统分析,以考察随着语言经验的增加,儿童话语中所反映的语境知识是如何重组的。我们分析了来自CHILDES数据库的年龄分层样本(18-36个月:n = 1,693,641个标记;3-6岁:n = 1,750,007; 5-12岁:n = 1,721,828)和来自SUBS2VEC字幕语料的成人语音(n = 1,742,885)。我们的研究结果表明,来自不同年龄组的儿童产生的单词序列的顺序和位置反映了他们表示单词类别的方式的变化。孩子们的话语并不是不符合语法,而是由临时语法构成的,这些语法优化了信息的顺序分布。结果表明,单词在语义空间中的组织方式发生了变化,反映了学习过程中词汇类别的逐渐对齐;这种重组似乎利用了英语中功能模糊(多用途)的类别。这些发现有些违反直觉,因为它们表明,不知道单词的确切含义可以促进学习和交流。
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引用次数: 0
The adaptive tasks and trade-offs that drive the human value system. 驱动人类价值体系的适应性任务和权衡。
Pub Date : 2025-12-23 DOI: 10.1038/s44271-025-00382-8
Noam Markovitch, Dan Hilman Amir, Rony Zer Kavod, Ariel Knafo-Noam, Yuval Hart

Human values inform behaviors, attitudes, and beliefs, but what shapes the human value system? Here, we employ Pareto analysis on the European Social Survey data (N = 411,904). Pareto analysis relies on an optimization framework to extract the drivers that shape people's individual variations. We found that individual differences in values are linked to balancing trade-offs between three adaptive tasks: Self-enhancement, Growth, and Conservation. Notably, value combinations that represent non-adaptive trade-off solutions, though considered theoretically possible, are absent from the data. These adaptive tasks are robust across two global samples, multiple countries, different religiosity levels, and age groups. Beyond identifying adaptive tasks, Pareto analysis provided a framework for assessing trade-off shifts across development and religiosity levels. This work paves the way for investigating the tasks' etiology and their underlying mechanisms. More broadly, Pareto analysis offers a principled approach to understanding individual differences in humans, revealing the adaptive tasks and trade-offs that drive complex psychological systems.

人类的价值观影响着行为、态度和信仰,但是是什么塑造了人类的价值体系呢?在这里,我们对欧洲社会调查数据(N = 411,904)采用了帕累托分析。帕累托分析依赖于一个优化框架来提取影响人们个体差异的驱动因素。我们发现,价值观的个体差异与三个适应性任务之间的平衡权衡有关:自我增强、成长和保护。值得注意的是,虽然在理论上被认为是可能的,但数据中没有表示非适应性权衡解决方案的值组合。这些适应性任务在两个全球样本、多个国家、不同的宗教信仰水平和年龄组中都是稳健的。除了识别适应性任务之外,帕累托分析还提供了一个框架,用于评估发展和宗教程度之间的权衡转移。这项工作为研究任务的病因及其潜在机制铺平了道路。更广泛地说,帕累托分析提供了一种理解人类个体差异的原则性方法,揭示了驱动复杂心理系统的适应性任务和权衡。
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引用次数: 0
Accented speech modulates multiple event-related potential components across multiple levels of language processing. 重音语音在语言处理的多个层次上调节多个与事件相关的潜在成分。
Pub Date : 2025-12-21 DOI: 10.1038/s44271-025-00345-z
Fernando Llanos, Yunan Charles Wu, Taylor J Abel, Lori L Holt

Accents are ubiquitous in spoken communication, and while listeners can rapidly adapt to accented speech, the neural mechanisms supporting this flexibility remain poorly understood. Successful adaptation requires developing new sound representations without compromising the stability of long-term speech norms. This delicate balance between plasticity and stability illustrates a fundamental challenge faced by all cognitive systems. To investigate how the brain manages this trade-off, we recorded electroencephalographic activity from 23 native English speakers as they categorized words produced in either canonical American English or an unfamiliar accent. We contrasted two potential mechanisms: one in which listeners fully restructure their sound-to-category mappings to reflect accent-specific pronunciations, and another in which they downweight the functional relevance of sounds that deviate from long-term expectations. Listeners relied on short-term speech regularities to reduce perceptual weighting of acoustic dimensions that did not conform to the canonical norm. Consistent with this perceptual shift, we observed less robust neural encoding of sound differences along the downweighted dimensions. Notably, these adaptive neural adjustments emerged as early as 100 milliseconds, at latencies associated with subphonemic auditory processing, and persisted through later stages linked to phonological and post-phonological processing. These findings indicate that rapid adaptation to unfamiliar accents involves downweighting the functional relevance of sound cues based on short-term input statistics, rather than fully restructuring native sound-to-category mappings. This mechanism enables flexible adjustment to novel speech inputs while preserving long-term linguistic representations, illustrating how the auditory system negotiates the trade-off between plasticity and representational stability.

口音在口语交流中无处不在,虽然听者可以迅速适应口音,但支持这种灵活性的神经机制仍然知之甚少。成功的适应需要在不损害长期言语规范稳定性的情况下发展新的声音表示。这种可塑性和稳定性之间的微妙平衡说明了所有认知系统面临的一个基本挑战。为了研究大脑是如何处理这种权衡的,我们记录了23名母语为英语的人的脑电图活动,他们分别用标准的美国英语和不熟悉的口音对单词进行分类。我们对比了两种潜在的机制:一种是听者完全重构他们的声音到类别的映射,以反映口音特定的发音,另一种是他们降低偏离长期预期的声音的功能相关性。听者依靠短期语音规律来降低不符合规范规范的声学维度的感知权重。与这种感知转变相一致,我们观察到沿降权重维度的声音差异的神经编码不那么稳健。值得注意的是,这些适应性神经调节早在100毫秒时就出现了,在与次音位听觉处理相关的潜伏期中,并持续到与音位和后音位处理相关的后期阶段。这些发现表明,快速适应不熟悉的口音涉及到基于短期输入统计的声音线索的功能相关性,而不是完全重构本地声音到类别的映射。这种机制能够灵活地调整新的语音输入,同时保持长期的语言表征,说明听觉系统如何在可塑性和表征稳定性之间进行权衡。
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引用次数: 0
Prosocial decisions in naturalistic helping scenarios are predicted by cost-benefit tradeoffs and individual disposition. 自然帮助情境下的亲社会决策是由成本-收益权衡和个人倾向预测的。
Pub Date : 2025-12-20 DOI: 10.1038/s44271-025-00371-x
Qianying Wu, Miao Song, Jackie Ayoub, David Dunning, Danyang Tian, Ehsan Moradi-Pari

The origins of human prosociality, in particular between strangers, are multifaceted. While laboratory studies support a cost-benefit account of helping, real-life scenarios involve additional socio-emotional motives grounded in subjective intuitions. How the cost-benefit model generalizes to everyday helping behavior remains unclear. In this study, we comprehensively assessed how motivations jointly shape helping across 100 naturalistic helping scenarios: an online sample (N1 = 215) rated willingness to help after reading brief vignettes, and a subset (N2 = 140) rated the strengths of candidate motivations elicited by each scenario. Two key factors-benefit to both helper and helpee, and cost to the helper-were identified through a factor analysis of the motivation ratings. We then successfully predicted helping decisions as a linear weighted sum of the two motivational factors, along with a dispositional helping bias. While a higher helping bias was associated with greater trait agreeableness and dispositional empathy, whereas individuals who prioritized cost over benefit exhibited higher levels of punishment sensitivity. Finally, we characterized the helping scenarios in three associated spaces: a decision space (willingness to help levels), a motivation space (two key motivational factors), and a semantic space (14 semantic types). Combining computational modeling with naturalistic helping contexts, this approach provides an integrated account of prosocial motivation and clarifies how individual differences in personality map onto real-world helping behaviors.

人类亲社会的起源,尤其是陌生人之间的亲社会,是多方面的。虽然实验室研究支持帮助的成本效益,但现实生活中的场景涉及基于主观直觉的额外社会情感动机。成本效益模型如何推广到日常的帮助行为尚不清楚。在这项研究中,我们全面评估了动机如何共同影响100个自然的帮助场景:一个在线样本(N1 = 215)在阅读简短的小插曲后评估了帮助的意愿,一个子集(N2 = 140)评估了每个场景引发的候选人动机的优势。通过对动机评级的因素分析,确定了两个关键因素——帮助者和被帮助者的利益,以及帮助者的成本。然后,我们成功地将帮助决策预测为两种动机因素的线性加权和,以及性格上的帮助偏见。较高的帮助倾向与较高的特质亲和性和性格共情有关,而优先考虑成本而非收益的个体表现出更高的惩罚敏感性。最后,我们在三个相关空间中描述了帮助场景:决策空间(帮助意愿水平)、动机空间(两个关键动机因素)和语义空间(14种语义类型)。该方法将计算模型与自然主义帮助情境相结合,提供了亲社会动机的综合解释,并阐明了人格的个体差异如何映射到现实世界的帮助行为。
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引用次数: 0
Self-referential judgments from the same personality trait scales show increased representational similarity in mPFC. 来自相同人格特质量表的自我参照判断在mPFC中表现出更高的表征相似性。
Pub Date : 2025-12-20 DOI: 10.1038/s44271-025-00365-9
Keise Izuma, Ayahito Ito, Kazuki Yoshida, Ryuta Aoki

Self-report questionnaires are widely used across psychology and related disciplines, yet the cognitive and neural processes underlying how individuals generate responses to such items remain poorly understood. Here, we investigated whether items from the same psychological scale evoke similar neural activation patterns in the medial prefrontal cortex (mPFC), a region consistently implicated in self-referential processing. While undergoing functional magnetic resonance imaging (fMRI), 32 participants completed a self-reference task in which they judged how well 72 personality-related questionnaire items (e.g., from the Big Five, emotion regulation, and well-being scales) described themselves. Using representational similarity analysis (RSA), we found that items from the same scale elicited more similar multivoxel activation patterns in the mPFC compared to items from different scales. This effect was specific to the self-reference task and was not observed during a semantic judgment control task using the same items. Furthermore, the mPFC encoded not only categorical scale membership but also a small but consistent graded component of psychological similarity among scales, as reflected in inter-scale behavioral correlations. Importantly, these effects remained significant even after controlling for sentence-level semantic similarity using multiple regression RSA, indicating that the observed neural structure reflects psychological rather than linguistic similarity. These findings suggest that the mPFC integrates internally constructed evidence in a construct-sensitive manner during self-report. They also provide insight into how psychological assessment corresponds to neural representation.

自我报告问卷被广泛应用于心理学和相关学科,然而,个体如何对这些项目产生反应的认知和神经过程仍然知之甚少。在这里,我们研究了来自相同心理量表的项目是否在内侧前额叶皮层(mPFC)中引起相似的神经激活模式,该区域始终与自我参照加工有关。在接受功能磁共振成像(fMRI)的同时,32名参与者完成了一项自我参照任务,在这项任务中,他们判断72项与人格相关的问卷项目(例如,五大人格、情绪调节和幸福感量表)对自己的描述。利用表征相似性分析(RSA),我们发现来自相同尺度的项目在mPFC中引发的多体素激活模式比来自不同尺度的项目更相似。这种效应只存在于自我参照任务中,而在使用相同项目的语义判断控制任务中没有观察到。此外,mPFC不仅编码了分类量表的隶属度,还编码了量表间心理相似性的小而一致的分级成分,这反映在量表间的行为相关性中。重要的是,即使在使用多重回归RSA控制句子级语义相似性之后,这些效应仍然显著,这表明观察到的神经结构反映的是心理相似性而不是语言相似性。这些发现表明,在自我报告过程中,mPFC以构建敏感的方式整合内部构建的证据。它们还提供了关于心理评估如何与神经表征相对应的见解。
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引用次数: 0
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Communications Psychology
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