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A distinctive meaning makes a sentence memorable 一个独特的意思使一个句子令人难忘
IF 3 1区 心理学 Q1 LINGUISTICS Pub Date : 2025-09-27 DOI: 10.1016/j.jml.2025.104700
Thomas Hikaru Clark , Greta Tuckute , Bryan Medina , Evelina Fedorenko
Prior work on visual memory has suggested that humans have a high-capacity but imperfect memory: image representations accumulate noise over time, which makes similar images confusable. This account – the noisy representation hypothesis – was recently extended to the verbal domain: in line with past evidence that words are encoded in memory by their meanings, it was shown that words with distinctive meanings are most memorable. Here, we leverage recent advances in natural language processing to ask whether the same holds true for compositional linguistic stimuli — sentences. In a recognition memory experiment with responses from 443 participants to 2500 six-word-long target sentences, we found that a sentence’s semantic distinctiveness – as estimated through contextual representations from a large language model – predicts the accuracy and speed of its recognition. These effects were observed for both intrinsic sentence memorability (distinctiveness of a sentence relative to a large corpus of sentences) and contextual memorability (distinctiveness relative to recently encountered sentences in the experiment), and cannot be reduced to properties of the sentence’s constituent words. Our findings suggest that sentence memorability, similar to image and word memorability, is related to meaning distinctiveness, thus extending the noisy representation hypothesis to compositional linguistic stimuli.
先前关于视觉记忆的研究表明,人类具有高容量但不完美的记忆:随着时间的推移,图像表征会积累噪音,这使得类似的图像容易混淆。这种说法——嘈杂表征假说——最近被扩展到语言领域:与过去的证据一致,即单词是通过它们的含义在记忆中编码的,研究表明,具有独特含义的单词最容易被记住。在这里,我们利用自然语言处理的最新进展来询问是否同样适用于组合语言刺激-句子。在一项由443名参与者对2500个6个单词长的目标句子的反应进行的识别记忆实验中,我们发现一个句子的语义独特性——通过一个大型语言模型的上下文表征来估计——预测了其识别的准确性和速度。这些影响是在句子的内在记忆性(一个句子相对于大量句子的独特性)和上下文记忆性(相对于实验中最近遇到的句子的独特性)中观察到的,并且不能归结为句子组成词的属性。我们的研究结果表明,句子记忆能力与图像和单词记忆能力类似,与意义独特性有关,从而将噪声表征假说扩展到组合语言刺激。
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引用次数: 0
Task goals constrain the alignment in eye-movements and speech during interpersonal coordination 任务目标制约了人际协调过程中眼球运动和言语的一致性
IF 3 1区 心理学 Q1 LINGUISTICS Pub Date : 2025-09-24 DOI: 10.1016/j.jml.2025.104691
Alexia Galati , Rick Dale , Camila Alviar , Moreno I. Coco
Collaborative task performance is assumed to benefit from interpersonal coordination between interacting individuals. Prominent views of language use and social behavior, including the Interactive Alignment Model (IAM; Pickering & Garrod, 2004), support this view by building on tasks that require monitoring a partner’s perspective (e.g., in route planning), proposing that behavioral alignment enables conceptual convergence. However, the role of alignment in tasks requiring complementarity (e.g., a “divide and conquer” strategy during joint visual search) remains underexplored. We address this gap by manipulating task goals (route planning vs. visual search) as forty dyads completed ten trials involving subway maps while their eye movements and speech were co-registered. We used Cross Recurrence Quantification Analysis (CRQA) to examine the temporal relationships between partners’ eye fixations and word sequences, generating measures that reveal similarity and dynamic coupling. Dyads exhibited more gaze alignment in route planning than visual search across a range of CRQA metrics. Gaze alignment also varied across the trial and related differently to accuracy: in visual search, greater alignment late in the trial predicted better performance. In speech, route planning prompted longer and more entropic word sequences, but lower overall recurrence than visual search. This finding suggests that the two modalities organize in a compensatory fashion to support distinct task demands. These results support a theoretical framework more general than IAM, in which interactive alignment emerges as a consequence of dynamic adaptation to task goals. Overall, task goals constrain how people coordinate behavior and offer insights into how collaborating partners distribute their multimodal contributions.
协作任务绩效被认为受益于相互作用的个体之间的人际协调。关于语言使用和社会行为的突出观点,包括交互式对齐模型(IAM; Pickering & Garrod, 2004),通过建立需要监控合作伙伴观点的任务(例如,在路线规划中)来支持这一观点,提出行为对齐使概念收敛。然而,对齐在需要互补性的任务中的作用(例如,联合视觉搜索期间的“分而治之”策略)仍未得到充分探索。我们通过操纵任务目标(路线规划与视觉搜索)来解决这一差距,让40对夫妇完成了涉及地铁地图的10个试验,同时他们的眼球运动和语言被共同记录。我们使用交叉递归量化分析(Cross recurrent Quantification Analysis, CRQA)来检验伴侣的眼睛注视和单词序列之间的时间关系,生成揭示相似性和动态耦合的度量。在一系列CRQA指标中,双性恋者在路线规划中比视觉搜索表现出更多的注视对齐。在整个实验过程中,注视方向也各不相同,与准确性的关系也不同:在视觉搜索中,在实验后期,注视方向越准,表现越好。在语音中,路径规划导致单词序列更长、熵更高,但总体递归率低于视觉搜索。这一发现表明,这两种模式以一种补偿方式组织起来,以支持不同的任务需求。这些结果支持了一个比IAM更通用的理论框架,其中交互式对齐作为对任务目标的动态适应的结果而出现。总的来说,任务目标限制了人们如何协调行为,并提供了协作伙伴如何分配其多模式贡献的见解。
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引用次数: 0
LLMs model how humans induce logically structured rules 法学硕士对人类如何归纳逻辑结构化规则进行建模
IF 3 1区 心理学 Q1 LINGUISTICS Pub Date : 2025-09-12 DOI: 10.1016/j.jml.2025.104675
Alyssa Loo , Ellie Pavlick , Roman Feiman
A central goal of cognitive science is to provide a computationally explicit account of both the structure of the mind and its development: what are the primitive representational building blocks of cognition, what are the rules via which those primitives combine, and where do these primitives and rules come from in the first place? A long-standing debate concerns the adequacy of artificial neural networks as computational models that can answer these questions, in particular in domains related to abstract cognitive function, such as language and logic. This paper argues that recent advances in neural networks – specifically, the advent of large language models (LLMs) – represent an important shift in this debate. We test a variety of LLMs on an existing experimental paradigm used for studying the induction of rules formulated over logical concepts. Across four experiments, we find converging empirical evidence that LLMs provide at least as good a fit to human behavior as models that implement a Bayesian probabilistic language of thought (pLoT), which have been the best computational models of human behavior on the same task. Moreover, we show that the LLMs make qualitatively different predictions about the nature of the rules that are inferred and deployed in order to complete the task, indicating that the LLM is unlikely to be a mere implementation of the pLoT solution. Based on these results, we argue that LLMs may instantiate a novel theoretical account of the primitive representations and computations necessary to explain human logical concepts, with which future work in cognitive science should engage.
认知科学的一个中心目标是为心智结构及其发展提供一种计算上的明确描述:认知的原始表征构建块是什么,这些基本要素结合的规则是什么,这些基本要素和规则最初来自哪里?一个长期存在的争论是关于人工神经网络是否足够作为可以回答这些问题的计算模型,特别是在与抽象认知功能相关的领域,如语言和逻辑。本文认为,神经网络的最新进展——特别是大型语言模型(llm)的出现——代表了这场辩论的一个重要转变。我们在一个现有的实验范式上测试了各种llm,该范式用于研究在逻辑概念上制定的规则的归纳。在四个实验中,我们发现越来越多的经验证据表明,法学硕士对人类行为的拟合程度至少与实现贝叶斯概率思维语言(pLoT)的模型一样好,后者是同一任务中人类行为的最佳计算模型。此外,我们表明,LLM对为了完成任务而推断和部署的规则的性质做出了定性不同的预测,这表明LLM不太可能仅仅是pLoT解决方案的实现。基于这些结果,我们认为法学硕士可以实例化解释人类逻辑概念所需的原始表示和计算的新颖理论说明,这是未来认知科学工作应该参与的。
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引用次数: 0
Close enough isn’t good enough in word learning: successful cross-situational word mappings are semantically independent of previous mappings 在单词学习中,足够接近是不够的:成功的跨情景单词映射在语义上独立于之前的映射
IF 3 1区 心理学 Q1 LINGUISTICS Pub Date : 2025-09-08 DOI: 10.1016/j.jml.2025.104693
Alexander S. LaTourrette , Charles Yang , John Trueswell
Children often encounter new words in referentially and semantically ambiguous environments. Thus, they will generally make many incorrect guesses about a word’s meaning before arriving at its correct meaning. Here, we asked whether these initial incorrect guesses might nevertheless be useful to learners by providing information about a word’s semantic neighborhood (e.g., if most guesses were food items, perhaps the word has a food-related meaning). To test this, we analyzed datasets from previous tasks in which adults guessed the word which caregivers uttered in interactions with their children. We first tested whether adults’ incorrect guesses are, indeed, semantically similar to the correct meaning. In Study 1, we established that learners’ incorrect guesses were semantically similar to the target word. We then asked whether adults successfully used these semantically similar guesses as “stepping-stones” to arrive at the correct meaning across exposures. Study 2 showed that overall, learners’ guesses were semantically consistent across exposures. However, this effect was small, and correct guesses were not judged to be similar to learners’ prior, incorrect guesses. Moreover, Study 3 revealed that semantically close-to-target guesses did not improve learners’ subsequent accuracy. Thus, even adult word learners fail to use semantic similarity in cross-situational word learning. Study 4 confirmed this result in a new word learning experiment: even for maximally similar meaning pairs, adults failed to generate thematically or taxonomically similar meanings across exposures. While learners’ incorrect guesses tend to be similar to the correct meaning, learners do not successfully use this information to learn words across exposures.
儿童经常在指代性和语义模糊的环境中遇到生词。因此,他们通常会对一个单词的意思做出许多错误的猜测,然后才得出正确的意思。在这里,我们询问这些最初的错误猜测是否可以通过提供关于单词的语义邻居的信息(例如,如果大多数猜测是食物,也许这个单词有与食物相关的含义)来帮助学习者。为了验证这一点,我们分析了之前任务中的数据集,在这些任务中,成年人猜测照顾者在与孩子互动时所说的单词。我们首先测试了成年人的错误猜测是否在语义上与正确的意思相似。在研究1中,我们确定学习者的错误猜测与目标词在语义上相似。然后,我们询问成年人是否成功地将这些语义相似的猜测作为“垫脚石”,以在不同的暴露中获得正确的意思。研究2表明,总的来说,学习者的猜测在语义上是一致的。然而,这种影响很小,并且正确的猜测不会被判断为与学习者先前的错误猜测相似。此外,研究3显示,语义上接近目标的猜测并没有提高学习者的后续准确性。因此,即使是成人词汇学习者也无法在跨情景词汇学习中使用语义相似性。研究4在一个新的单词学习实验中证实了这一结果:即使对于最相似的意思对,成年人也无法在不同的接触中产生主题或分类上相似的意思。虽然学习者的错误猜测往往与正确的意思相似,但学习者并不能成功地利用这些信息来跨暴露学习单词。
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引用次数: 0
Corrigendum to “Individual differences in prospective and retrospective memory offloading” [J. Mem. Lang. 142 (2025) 104617 “前瞻性和回顾性记忆卸载的个体差异”[J]。Mem。Lang. 142 (2025) 104617
IF 3 1区 心理学 Q1 LINGUISTICS Pub Date : 2025-08-30 DOI: 10.1016/j.jml.2025.104692
Lauren L. Richmond , Lois K. Burnett , Julia Kearley , Sam J. Gilbert , Alexandra B. Morrison , B. Hunter Ball
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引用次数: 0
Lexical tone is different and special: evidence from a speeded repeated production task 词汇语气的不同和特殊:证据来自于一个快速重复的生产任务
IF 3 1区 心理学 Q1 LINGUISTICS Pub Date : 2025-08-16 DOI: 10.1016/j.jml.2025.104690
Chuchu Li , Sin Hang Lau , Victor S. Ferreira
Priming experiments and speech error studies have found cross-linguistic differences in phonological encoding. Notably, the first selectable unit (the proximate unit) differs between English and Mandarin Chinese, with the former selecting segmental units like consonants (Cs) and vowels (Vs) first, while the latter selects syllables as a whole. Further, Mandarin Chinese is tonal, meaning the same syllable is a different word depending on the tone it is spoken with. However, it remains unclear how tone is represented and processed during phonological encoding in speech production – attached to the vowel or CV, or processed independently. Across three experiments, we investigated these questions by measuring how quickly speakers produced sequences of tone-bearing CV syllables. Unlike English, speed of production was not directly linked to plan reuse (see Sevald & Dell, 1994). Instead, speech rate was robustly faster when each CV was produced with only one tone (i.e., about equal speech rate for ba2 di1 da1 bi2 and ba1 ba1 ba1 ba1), compared to when a particular CV was produced with more than one tone (i.e., slower speech rate for ba1 ba2 ba1 ba2). We suggest that Mandarin speakers represent CVs as syllable “chunks,” integrating tone—a part of the structural frame with the CV (rather than a vowel), and producing the same CV with more than one tone in a sequence is difficult as a result of needing to reassign different tones to the same CV chunk.
启动实验和语音错误研究发现语音编码存在跨语言差异。值得注意的是,英语和普通话的第一个可选择单位(近音单位)是不同的,前者首先选择辅音(c)和元音(v)这样的片段单位,而后者选择整个音节。此外,普通话是有声调的,这意味着同一个音节是一个不同的词,取决于它说话的音调。然而,在语音产生的语音编码过程中,声调是如何表征和加工的,是与元音或元音相连,还是独立加工,目前尚不清楚。在三个实验中,我们通过测量说话者产生带有音调的CV音节序列的速度来调查这些问题。与英语不同,生产速度与计划重用没有直接联系(见Sevald &;戴尔,1994)。相反,当每个CV仅用一种音调生成时(即,ba2 di1 da1 bi2和ba1 ba1 ba1 ba1 ba1),与使用多个音调生成特定CV时(即,ba1 ba2 ba1 ba2较慢的语音速率)相比,语音速率明显更快。我们建议说普通话的人将CV表示为音节“块”,将声调(CV结构框架的一部分)与CV(而不是元音)整合在一起,并且由于需要将不同的音调重新分配到相同的CV块中,因此用多个音调在一个序列中生成相同的CV是困难的。
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引用次数: 0
Hierarchical prediction in toddlers: Semantic and phonological development 幼儿的等级预测:语义和语音发展
IF 3 1区 心理学 Q1 LINGUISTICS Pub Date : 2025-08-14 DOI: 10.1016/j.jml.2025.104688
Armando Quetzalcóatl Angulo-Chavira, Alejandra Mitzi Castellón-Flores, Natalia Arias-Trejo
The predictive processing framework suggests that the brain generates semantic and phonological predictions to facilitate real-time language comprehension. While adults engage in both types of prediction, how these abilities develop in early childhood remains unclear. The present study explores the emergence of semantic and phonological predictions in toddlers aged 18, 24, and 30 months in three preferential looking experiments. Toddlers were presented with highly constrained sentence contexts paired with visual stimuli to assess their predictive abilities. Experiment 1 measured word prediction accuracy using predictable and unpredictable sentence conditions. Experiment 2 tested semantic prediction by introducing a semantic competitor, while Experiment 3 evaluated phonological prediction using phonologically similar competitors. Results showed that by 18 months, toddlers exhibited anticipatory looks toward the expected target. By 24 months, toddlers showed anticipatory looks toward not only the predictable target word but also toward semantically related items, and by 30 months, this pattern extended to phonologically related items. This developmental pattern—characterized by the earlier emergence of semantic relations followed by phonological relations—is consistent with the idea that semantic predictions provide a foundation for the subsequent development of phonological predictions. We discuss the data considering different prediction mechanisms, such as hierarchical predictive coding, prediction-by-production, and prediction through associations; we propose that these mechanisms are complementary components of a unified predictive system.
预测处理框架表明,大脑产生语义和语音预测,以促进实时语言理解。虽然成年人会进行这两种类型的预测,但这些能力在儿童早期是如何发展的尚不清楚。本研究通过对18个月、24个月和30个月学步儿童的偏好视觉实验,探讨了语义和语音预测的出现。研究人员向幼儿展示了高度受限的句子语境和视觉刺激,以评估他们的预测能力。实验1使用可预测和不可预测的句子条件来测量单词预测的准确性。实验2通过引入语义竞争对手来测试语义预测,而实验3使用音系相似的竞争对手来评估语音预测。结果表明,到18个月时,幼儿对预期目标表现出预期性的目光。到24个月时,幼儿不仅对可预测的目标单词表现出预期的目光,而且对语义相关的项目也表现出预期的目光,到30个月时,这种模式扩展到语音相关的项目。这种发展模式的特点是语义关系的早期出现,随后是语音关系的出现,这与语义预测为后续语音预测的发展提供基础的观点是一致的。我们讨论了考虑不同预测机制的数据,如分层预测编码、生产预测和关联预测;我们认为这些机制是一个统一的预测系统的互补组成部分。
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引用次数: 0
A lifetime of reading experience facilitates the perception of crowded letters 一生的阅读经历有助于感知拥挤的字母
IF 3 1区 心理学 Q1 LINGUISTICS Pub Date : 2025-08-13 DOI: 10.1016/j.jml.2025.104689
Kurt Winsler, Steven J. Luck
Visual perception is ordinarily impaired for objects that are tightly crowded by other objects. This might be expected to make reading very difficult given that letters are tightly crowded together within words. However, a lifetime of reading experience may lead to changes in visual processing that reduce the effects of crowding on letters. Study 1 examined this hypothesis experimentally by comparing crowding thresholds (measured as the closest spacing that yields recognition accuracy of 82% correct) for upright letters, inverted letters, and Gabor patches in 60 experienced readers of English. We found that crowding thresholds were reduced for upright letters compared to other stimuli classes, especially for stimuli close to the fovea. In other words, experienced readers could tolerate closer spacing for highly familiar upright letters than for less familiar types of stimuli. Crowding thresholds were also reduced to the right of fixation, matching the left-to-right direction of English reading. Study 2 measured crowding in 250 observers and asked whether individual differences in proxies of reading experience were associated with reduced crowding. We found that higher scores on these proxy measures were associated with lower crowding thresholds for upright letters, especially in the right visual field. These results provide evidence that a lifetime of reading experience alters aspects of visual perception, such that upright letters can be perceived under more-crowded conditions than other stimuli. At a practical level, this means that deleterious effects of letter crowding are significantly reduced for experienced readers, which has implications for both models of visual crowding and reading.
当物体被其他物体紧紧挤在一起时,视觉感知通常会受损。这可能会使阅读变得非常困难,因为字母在单词中紧密地挤在一起。然而,一生的阅读经历可能会导致视觉处理的变化,从而减少拥挤对字母的影响。研究1通过比较60名有经验的英语读者对正字母、倒字母和Gabor贴片的拥挤阈值(以产生82%正确率的最接近间距来衡量),通过实验检验了这一假设。我们发现,与其他类型的刺激相比,直立字母的拥挤阈值降低了,特别是对于靠近中央凹的刺激。换句话说,有经验的读者可以忍受高度熟悉的直立字母比不太熟悉的刺激类型更小的间距。拥挤阈值也降低到注视的右侧,与从左到右的英语阅读方向相匹配。研究2测量了250名观察者的拥挤程度,并询问阅读体验的个体差异是否与拥挤程度降低有关。我们发现,在这些替代测量中得分越高,直立字母的拥挤阈值越低,尤其是在右侧视野中。这些结果提供了证据,表明一生的阅读经历会改变视觉感知的各个方面,例如直立的字母可以在更拥挤的条件下被感知,而不是在其他刺激下。在实际层面上,这意味着对于有经验的读者来说,字母拥挤的有害影响显着减少,这对视觉拥挤和阅读模型都有影响。
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引用次数: 0
Word learning in children with developmental language disorder: A meta-analysis testing the encoding hypothesis 发展性语言障碍儿童的单词学习:一项检验编码假说的元分析
IF 3 1区 心理学 Q1 LINGUISTICS Pub Date : 2025-08-06 DOI: 10.1016/j.jml.2025.104678
Paola Calabrese, Nicholas Hedger, Katherine Pritchard, Vesna Stojanovik, Emma Pagnamenta
Many children with Developmental Language Disorder (DLD) find learning new words difficult, which negatively affects their educational and psycho-social outcomes. Word learning involves encoding, consolidation and reconsolidation of words, but the most challenging phase and factors which moderate word learning remain unclear.
We conducted a systematic review and meta-analysis to determine which phase is most challenging and which factors predict oral word learning success in children with DLD. The search including PsycINFO, PubMed, Web of Science, and LLBA identified forty-six studies published before April 2024 comparing children with DLD and typically developing (TD) age-matched peers in word learning tasks. Seventy-eight effect sizes were calculated for encoding (n DLD = 1462, n TD = 2161), eight for consolidation (n DLD = 107, n TD = 112), and 19 for reconsolidation (n DLD = 296, n TD = 278).
The random effect model identified an effect for encoding (k = 78, d = 0.82, [0.66, 0.98], p < .001) but not consolidation (k = 8, d = −0.2, [−0.68, 0.29], p = .43) or reconsolidation (k = 19, d = 0.23, [−0.14, 0.59], p = .22) of new words. The moderator analysis via random effects models identified verbal short-term memory and lexical knowledge as significant moderators of encoding, while word length was the most important task characteristic.
Despite limited data for consolidation and reconsolidation, our findings provide new insights into oral word learning difficulties in children with DLD. These insights help clinicians and teachers identify support strategies while also highlighting gaps in existing research, driving future studies forward.
许多患有发展性语言障碍(DLD)的儿童发现学习新单词很困难,这对他们的教育和心理社会结果产生了负面影响。单词学习包括单词的编码、巩固和再巩固,但最具挑战性的阶段和调节单词学习的因素尚不清楚。我们进行了一项系统回顾和荟萃分析,以确定哪一阶段是最具挑战性的,哪些因素可以预测DLD儿童口语单词学习的成功。包括PsycINFO, PubMed, Web of Science和LLBA在内的搜索确定了2024年4月之前发表的46项研究,比较了DLD儿童和正常发育(TD)同龄儿童在单词学习任务中的表现。计算了编码的78个效应量(n DLD = 1462, n TD = 2161),整合的8个效应量(n DLD = 107, n TD = 112),再整合的19个效应量(n DLD = 296, n TD = 278)。随机效应模型确定了编码的影响(k = 78, d = 0.82, [0.66, 0.98], p <;措施)但不整合(k = 8 d =−0.2−0.68、0.29,p =点)或重新整合(d = 0.23 k = 19日,(−0.14,0.59),p = 22)的新单词。通过随机效应模型进行调节分析,发现言语短期记忆和词汇知识是编码的显著调节因子,而单词长度是最重要的任务特征。尽管巩固和再巩固的数据有限,但我们的研究结果为DLD儿童口语单词学习困难提供了新的见解。这些见解有助于临床医生和教师确定支持策略,同时也突出了现有研究中的差距,推动未来的研究向前发展。
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引用次数: 0
Speakers encode silent structures: Evidence from complementizer priming in English 说话者编码沉默结构:来自英语补语启动的证据
IF 3 1区 心理学 Q1 LINGUISTICS Pub Date : 2025-08-03 DOI: 10.1016/j.jml.2025.104671
Shota Momma , Norvin Richards , Victor S. Ferreira
Do speakers encode abstract structural representations devoid of perceptual-motor content, that is, phonology? In six recall-based production experiments, we examined whether English speakers encode the null complementizer in sentence production using structural priming, the tendency for speakers to reuse the structure they have recently encountered. The results show that the null complementizer can be primed across distinct construction types and that this priming effect cannot be explained as the priming of the absence of the overt complementizer. These results are difficult to capture in semantic, pragmatic, or phonological terms. Furthermore, we evaluated two varieties of neural network language models (based on transformers and long short term memory) for their capacity to reproduce human priming patterns. Although they could reproduce basic priming effects, neural network language models were simultaneously more sensitive to constructional differences and less sensitive to abstract similarities across constructions than humans. This suggests that distributional cues alone are likely not sufficient for learning the generalization governing the distribution of English complementizers. Based on these results, we argue that the structural representations speakers construct during production go beyond what they hear and say.
说话者编码的抽象结构表征是否缺乏知觉运动内容,即音韵学?在六个基于回忆的生成实验中,我们检查了英语使用者是否使用结构启动在句子生成中编码空补语,即说话者重复使用他们最近遇到的结构的倾向。结果表明,无效补语可以在不同的结构类型中被启动,这种启动效应不能解释为显性补语缺失的启动效应。这些结果很难用语义、语用或音系术语来描述。此外,我们评估了两种神经网络语言模型(基于变形器和长短期记忆)再现人类启动模式的能力。尽管神经网络语言模型可以再现基本的启动效应,但与人类相比,神经网络语言模型对结构差异更敏感,而对抽象相似性更不敏感。这表明,仅靠分布线索可能不足以学习支配英语补语分布的概括。基于这些结果,我们认为说话人在生产过程中构建的结构表征超出了他们所听到和所说的。
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引用次数: 0
期刊
Journal of memory and language
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