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Semantic Structure in Deep Learning 深度学习中的语义结构
IF 3.2 1区 文学 0 LANGUAGE & LINGUISTICS Pub Date : 2021-11-23 DOI: 10.1146/annurev-linguistics-031120-122924
Ellie Pavlick
Deep learning has recently come to dominate computational linguistics, leading to claims of human-level performance in a range of language processing tasks. Like much previous computational work, deep learning–based linguistic representations adhere to the distributional meaning-in-use hypothesis, deriving semantic representations from word co-occurrence statistics. However, current deep learning methods entail fundamentally new models of lexical and compositional meaning that are ripe for theoretical analysis. Whereas traditional distributional semantics models take a bottom-up approach in which sentence meaning is characterized by explicit composition functions applied to word meanings, new approaches take a top-down approach in which sentence representations are treated as primary and representations of words and syntax are viewed as emergent. This article summarizes our current understanding of how well such representations capture lexical semantics, world knowledge, and composition. The goal is to foster increased collaboration on testing the implications of such representations as general-purpose models of semantics. Expected final online publication date for the Annual Review of Linguistics, Volume 8 is January 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
深度学习最近开始主导计算语言学,导致在一系列语言处理任务中出现人类水平的表现。像许多以前的计算工作一样,基于深度学习的语言表示坚持使用中的分布意义假设,从单词共现统计中获得语义表示。然而,目前的深度学习方法需要从根本上建立新的词汇和组成意义模型,这些模型已经成熟,可以进行理论分析。传统的分布语义模型采用自底向上的方法,其中句子意义由应用于单词意义的明确组合函数来表征,而新的方法采用自顶向下的方法,其中句子表示被视为主要的,单词和语法的表示被视为突现的。本文总结了我们目前对这种表示如何很好地捕获词汇语义、世界知识和组合的理解。其目标是促进在测试这些表示作为通用语义模型的含义方面的更多协作。预计最终在线出版日期为语言学年度评论,卷8是2022年1月。修订后的估计数请参阅http://www.annualreviews.org/page/journal/pubdates。
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引用次数: 28
Neurocomputational Models of Language Processing 语言处理的神经计算模型
IF 3.2 1区 文学 0 LANGUAGE & LINGUISTICS Pub Date : 2021-11-18 DOI: 10.1146/annurev-linguistics-051421-020803
J. Hale, Luca Campanelli, Jixing Li, Christophe Pallier, Jonathan Brennan
Efforts to understand the brain bases of language face the Mapping Problem: At what level do linguistic computations and representations connect to human neurobiology? We review one approach to this problem that relies on rigorously defined computational models to specify the links between linguistic features and neural signals. Such tools can be used to estimate linguistic predictions, model linguistic features, and specify a sequence of processing steps that may be quantitatively fit to neural signals collected while participants use language. Progress has been helped by advances in machine learning, attention to linguistically interpretable models, and openly shared data sets that allow researchers to compare and contrast a variety of models. We describe one such data set in detail in the Supplementary Appendix. Expected final online publication date for the Annual Review of Linguistics, Volume 8 is January 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
理解语言的大脑基础的努力面临着映射问题:语言计算和表征在什么水平上与人类神经生物学相联系?我们回顾了一种解决这个问题的方法,它依赖于严格定义的计算模型来指定语言特征和神经信号之间的联系。这些工具可以用来估计语言预测,建模语言特征,并指定一系列处理步骤,这些步骤可能与参与者使用语言时收集的神经信号在数量上相匹配。机器学习的进步,对语言可解释模型的关注,以及允许研究人员比较和对比各种模型的公开共享数据集,都有助于取得进展。我们在补充附录中详细描述了一个这样的数据集。预计最终在线出版日期为语言学年度评论,卷8是2022年1月。修订后的估计数请参阅http://www.annualreviews.org/page/journal/pubdates。
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引用次数: 33
Reverse Engineering Language Acquisition with Child-Centered Long-Form Recordings 以儿童为中心的长形式录音的逆向工程语言习得
IF 3.2 1区 文学 0 LANGUAGE & LINGUISTICS Pub Date : 2021-11-15 DOI: 10.1146/annurev-linguistics-031120-122120
Marvin Lavechin, Maureen de Seyssel, Lucas Gautheron, E. Dupoux, Alejandrina Cristià
Language use in everyday life can be studied using lightweight, wearable recorders that collect long-form recordings—that is, audio (including speech) over whole days. The hardware and software underlying this technique are increasingly accessible and inexpensive, and these data are revolutionizing the language acquisition field. We first place this technique into the broader context of the current ways of studying both the input being received by children and children's own language production, laying out the main advantages and drawbacks of long-form recordings. We then go on to argue that a unique advantage of long-form recordings is that they can fuel realistic models of early language acquisition that use speech to represent children's input and/or to establish production benchmarks. To enable the field to make the most of this unique empirical and conceptual contribution, we outline what this reverse engineering approach from long-form recordings entails, why it is useful, and how to evaluate success. Expected final online publication date for the Annual Review of Linguistics, Volume 8 is January 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
日常生活中的语言使用可以用轻便的、可穿戴的录音机来研究,这种录音机可以收集全天的长格式录音,即音频(包括语音)。这种技术的硬件和软件越来越容易获得,而且价格低廉,这些数据正在彻底改变语言习得领域。我们首先将这种技术放在当前研究儿童接收的输入和儿童自己的语言生产的方法的更广泛的背景下,列出了长格式录音的主要优点和缺点。我们接着认为,长形式录音的一个独特优势是,它们可以为早期语言习得的现实模型提供燃料,这些模型使用语音来代表儿童的输入和/或建立生产基准。为了使该领域能够充分利用这一独特的经验和概念贡献,我们概述了这种来自长格式记录的逆向工程方法需要什么,为什么它是有用的,以及如何评估成功。预计最终在线出版日期为语言学年度评论,卷8是2022年1月。修订后的估计数请参阅http://www.annualreviews.org/page/journal/pubdates。
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引用次数: 3
Stance and Stancetaking 站立和站立
IF 3.2 1区 文学 0 LANGUAGE & LINGUISTICS Pub Date : 2021-11-15 DOI: 10.1146/annurev-linguistics-031120-121256
S. Kiesling
Stance and stancetaking are considered here as related concepts that help to explain the patterning of language and the motivations for the use of lexical items, constructions, and discourse markers. I begin with a discussion of how stance can be used in variation analysis to help explain the patterning of variables and directions of change, and how stance is central in any understanding of the indexicality of sociolinguistic variables. I then provide a discussion of several approaches to theorizing stance and explicate a stance model that combines a number of these approaches, arguing that such a model should include three dimensions: evaluation, alignment, and investment. Finally, I outline several ways that stance has been operationalized in quantitative analyses, including analyses based on the model outlined. Expected final online publication date for the Annual Review of Linguistics, Volume 8 is January 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
立场和采取立场在这里被认为是相关的概念,有助于解释语言的模式和使用词汇项目、结构和话语标记的动机。我首先讨论了如何在变异分析中使用立场来帮助解释变量的模式和变化的方向,以及立场如何在理解社会语言学变量的索引性中发挥核心作用。然后,我讨论了几种将立场理论化的方法,并解释了一个结合了许多这些方法的立场模型,认为这样的模型应该包括三个维度:评估、对齐和投资。最后,我概述了在定量分析中运用立场的几种方法,包括基于所概述的模型的分析。预计最终在线出版日期为语言学年度评论,卷8是2022年1月。修订后的估计数请参阅http://www.annualreviews.org/page/journal/pubdates。
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引用次数: 6
On the Acquisition of Attitude Verbs 论态度动词的习得
IF 3.2 1区 文学 0 LANGUAGE & LINGUISTICS Pub Date : 2021-10-14 DOI: 10.1146/annurev-linguistics-032521-053009
V. Hacquard, J. Lidz
Attitude verbs, such as think, want, and know, describe internal mental states that leave few cues as to their meanings in the physical world. Consequently, their acquisition requires learners to draw from indirect evidence stemming from the linguistic and conversational contexts in which they occur. This provides us a unique opportunity to probe the linguistic and cognitive abilities that children deploy in acquiring these words. Through a few case studies, we show how children make use of syntactic and pragmatic cues to figure out attitude verb meanings and how their successes, and even their mistakes, reveal remarkable conceptual, linguistic, and pragmatic sophistication. Expected final online publication date for the Annual Review of Linguistics, Volume 8 is January 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
态度动词,如思考、想要和知道,描述的是内心的心理状态,这些状态在物质世界中的意义几乎没有线索。因此,他们的习得需要学习者从他们所处的语言和会话环境中提取间接证据。这为我们提供了一个独特的机会来探索儿童在获取这些单词时所使用的语言和认知能力。通过几个案例研究,我们展示了孩子们如何利用句法和语用线索来理解态度动词的意思,以及他们的成功,甚至他们的错误,如何揭示出惊人的概念、语言和语用的复杂性。预计最终在线出版日期为语言学年度评论,卷8是2022年1月。修订后的估计数请参阅http://www.annualreviews.org/page/journal/pubdates。
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引用次数: 1
When Do Children Lose the Language Instinct? A Critical Review of the Critical Periods Literature 孩子什么时候失去语言本能?批判时期文学述评
IF 3.2 1区 文学 0 LANGUAGE & LINGUISTICS Pub Date : 2021-10-08 DOI: 10.1146/annurev-linguistics-032521-053234
Joshua K. Hartshorne
While it is clear that children are more successful at learning language than adults are—whether first language or second—there is no agreement as to why. Is it due to greater neural plasticity, greater motivation, more ample opportunity for learning, superior cognitive function, lack of interference from a first language, or something else? A difficulty in teasing apart these theories is that while they make different empirical predictions, there are few unambiguous facts against which to test the theories. This is particularly true when it comes to the most basic questions about the phenomenon: When does the childhood advantage dissipate, and how rapidly does it do so? I argue that a major reason for the lack of consensus is limitations in the research methods used to date. I conclude by discussing a recently emerging methodology and by making suggestions about the path forward. Expected final online publication date for the Annual Review of Linguistics, Volume 8 is January 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
虽然很明显,儿童在学习语言方面比成人更成功——无论是第一语言还是第二语言——但对于其中的原因却没有一致的看法。是由于更强的神经可塑性、更强的动机、更充足的学习机会、更优越的认知功能、缺乏第一语言的干扰,还是其他原因?梳理这些理论的一个困难是,尽管它们做出了不同的经验预测,但几乎没有明确的事实来检验这些理论。当涉及到有关这一现象的最基本问题时,这一点尤其正确:童年优势何时消散,消散的速度有多快?我认为,缺乏共识的一个主要原因是迄今为止使用的研究方法的局限性。最后,我讨论了最近出现的一种方法,并对未来的道路提出了建议。预计最终在线出版日期为语言学年度评论,卷8是2022年1月。修订后的估计数请参阅http://www.annualreviews.org/page/journal/pubdates。
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引用次数: 1
The Probabilistic Turn in Semantics and Pragmatics 语义学与语用学的概率转向
IF 3.2 1区 文学 0 LANGUAGE & LINGUISTICS Pub Date : 2021-10-05 DOI: 10.1146/annurev-linguistics-031120-015515
K. Erk
This article provides an overview of graded and probabilistic approaches in semantics and pragmatics. These approaches share a common set of core research goals: ( a) a concern with phenomena that are best described as graded, including a vast lexicon of words whose meaning adapts flexibly to the contexts in which they are used, as well as reasoning under uncertainty about interlocutors, their goals, and their strategies; ( b) the need to show that representations are learnable, that a listener can learn semantic representations and pragmatic reasoning from data; ( c) an emphasis on empirical evaluation against experimental data or corpus data at scale; and ( d) scaling up to the full size of the lexicon. The methods used are sometimes explicitly probabilistic and sometimes not. Previously, there were assumed to be clear boundaries among probabilistic frameworks, classifiers in machine learning, and distributional approaches, but these boundaries have been blurred. Frameworks in semantics and pragmatics use all three of these, sometimes in combination, to address the four core research questions above. Expected final online publication date for the Annual Review of Linguistics, Volume 8 is January 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
本文概述了语义学和语用学中的分级和概率方法。这些方法都有一个共同的核心研究目标:(a)关注最适合被描述为分级的现象,包括大量的词汇,这些词汇的含义可以灵活地适应使用它们的上下文,以及在不确定的情况下对对话者、他们的目标和策略进行推理;(b)需要表明表征是可学习的,听众可以从数据中学习语义表征和语用推理;(c)强调对实验数据或大规模语料库数据的经验评估;(d)按比例扩大到词典的全部大小。所使用的方法有时是明确的概率,有时不是。以前,人们认为概率框架、机器学习中的分类器和分布方法之间有明确的界限,但这些界限已经模糊了。语义学和语用学框架使用这三者,有时结合使用,来解决上述四个核心研究问题。预计最终在线出版日期为语言学年度评论,卷8是2022年1月。修订后的估计数请参阅http://www.annualreviews.org/page/journal/pubdates。
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引用次数: 4
Perspective Shift Across Modalities 跨模式的视角转换
IF 3.2 1区 文学 0 LANGUAGE & LINGUISTICS Pub Date : 2021-10-04 DOI: 10.1146/annurev-linguistics-031120-021042
E. Maier, M. Steinbach
Languages offer various ways to present what someone said, thought, imagined, felt, and so on from their perspective. The prototypical example of a perspective-shifting device is direct quotation. In this review we define perspective shift in terms of indexical shift: A direct quotation like “Selena said, ‘Oh, I don't know.’” involves perspective shift because the first-person indexical ‘I’ refers to Selena, not to the actual speaker. We then discuss a variety of noncanonical modality-specific perspective-shifting devices: role shift in signed language, quotatives in spoken language, free indirect discourse in written language, and point-of-view shift in visual language. We show that these devices permit complex mixed forms of perspective shift which may involve nonlinguistic gestural as well as visual components. Expected final online publication date for the Annual Review of Linguistics, Volume 8 is January 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
语言提供了不同的方式来表达某人所说的、所想的、想象的、感受的,等等。视角转换的典型例子是直接引语。在这篇综述中,我们将视角转换定义为指数转换:直接引用“赛琳娜说,‘哦,我不知道。’,因为第一人称“我”指的是赛琳娜,而不是说话者本人。然后,我们讨论了各种非规范情态特定的视角转换手段:手语中的角色转换、口语中的引语、书面语言中的自由间接话语和视觉语言中的观点转换。我们表明,这些设备允许复杂的混合形式的视角转换,这可能涉及非语言手势和视觉成分。预计最终在线出版日期为语言学年度评论,卷8是2022年1月。修订后的估计数请参阅http://www.annualreviews.org/page/journal/pubdates。
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引用次数: 3
Advances in Morphological Theory: Construction Morphology and Relational Morphology 形态理论进展:结构形态与关系形态
IF 3.2 1区 文学 0 LANGUAGE & LINGUISTICS Pub Date : 2021-09-17 DOI: 10.1146/annurev-linguistics-031120-115118
J. Audring
In recent years, construction-based approaches to morphology have gained ground in the research community. This framework is characterized by the assumption that the mental lexicon is extensive and richly structured, containing not only a large number of stored words but also a wide variety of generalizations in the form of schemas. This review explores two construction-based theories, Construction Morphology and Relational Morphology. After outlining the basic theoretical architecture, the article presents an array of recent applications of a construction-based approach to morphological phenomena in various languages. In addition, it offers reflections on challenges and opportunities for further research. The review highlights those aspects of the theory that have proved particularly helpful in accommodating both the regularities and the quirks that are typical of the grammar of words. Expected final online publication date for the Annual Review of Linguistics, Volume 8 is January 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
近年来,基于构造的形态学研究方法在研究界取得了进展。该框架的特点是假定心理词汇广泛且结构丰富,不仅包含大量的存储词,而且还包含以图式形式出现的各种各样的概括。本文主要探讨了两种基于结构的理论:结构形态学和关系形态学。在概述了基本的理论架构之后,文章介绍了一系列基于结构的方法在各种语言中形态学现象的最新应用。此外,它还为进一步研究提供了挑战和机遇的思考。这篇综述强调了该理论的那些方面,这些方面已被证明特别有助于适应单词语法的规律性和怪癖。预计最终在线出版日期为语言学年度评论,卷8是2022年1月。修订后的估计数请参阅http://www.annualreviews.org/page/journal/pubdates。
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引用次数: 5
How I Got Here and Where I’m Going Next 我是怎么走到这一步的?我下一步要去哪里
IF 3.2 1区 文学 0 LANGUAGE & LINGUISTICS Pub Date : 2021-09-17 DOI: 10.1146/annurev-linguistics-032620-045855
Sarah Thomason
My career falls into two distinct periods. The first two decades featured insecurity combined with the luck of wandering into situations that ultimately helped me become a better linguist and a better teacher. I had the insecurity mostly under control by the watershed year of 1988, when I published a favorably reviewed coauthored book on language contact and also became editor of Language. Language contact has occupied most of my research time since then, but my first encounter with Séliš-Ql’ispé (a.k.a. Montana Salish), in 1981, led to a 40-year dedication to finding out more about the language and its history. Expected final online publication date for the Annual Review of Linguistics, Volume 8 is January 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
我的职业生涯分为两个不同的时期。最初的二十年充满了不安全感,加上偶然遇到的各种情况,最终帮助我成为一名更好的语言学家和一名更好的老师。到1988年,我的不安全感基本得到了控制,当时我出版了一本受到好评的关于语言接触的合著书,并成为了《语言》杂志的编辑。从那以后,语言接触占据了我的大部分研究时间,但我在1981年第一次接触Séliš-Ql ' ispise(又名蒙大拿萨利什语),这让我花了40年的时间来寻找更多关于这种语言及其历史的信息。预计最终在线出版日期为语言学年度评论,卷8是2022年1月。修订后的估计数请参阅http://www.annualreviews.org/page/journal/pubdates。
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引用次数: 1
期刊
Annual Review of Linguistics
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