Journal Name: Cognitive Linguistics Issue: Ahead of print.

This chapter attempts to unravel the differences, whether real or merely apparent, between Chomsky's linguistics and usage‐based linguistics (UBL). The principal alternative to generative grammar in the world today is a broad umbrella of approaches that fall under the general heading of UBL. UBL is the successor to a Piagetian approach to language acquisition, where experience and general learning principles shape the acquisition process. Functionalism takes the position that properties of grammatical systems are explicable in terms (...) of properties of systems that lie outside of grammar per se. The chapter discusses that the few direct references Chomsky has made to usage‐based linguistics. It presents the most important issues, one‐by‐one, that separate Chomsky's views from those of UBLists. They are the explananda of linguistic theory, grammar design and architecture, semantics, language acquisition and innately‐provided linguistic constructs, functional explanation, and the sources of data on which a linguistic theory might be constructed. (shrink)

In this volume Nick C. Ellis, Ute Römer, and Matthew Brook O’Donnell present a view of language as a complex adaptive system that is learned, both in first and second language contexts, through usage. In a series of research studies, they analyze Verb-Argument Constructions (VACs) in language learning, processing, and use. Drawing on diverse epistemological and methodological perspectives, they convincingly demonstrate that language emerges in the development of both mother tongue and additional languages out of multiple experiences of meaning-making (...) following general principles of learning relating to frequency, contingency, and semantic prototypicality. They draw implications from this work that will be of value to students and scholars from a wide range of disciplinary interests in language and learning. (shrink)

This paper uses computational experiments to explore the role of exposure in the emergence of construction grammars. While usage-based grammars are hypothesized to depend on a learner’s exposure to actual language use, the mechanisms of such exposure have only been studied in a few constructions in isolation. This paper experiments with (i) the growth rate of the constructicon, (ii) the convergence rate of grammars exposed to independent registers, and (iii) the rate at which constructions are forgotten when they (...) have not been recently observed. These experiments show that the lexicon grows more quickly than the grammar and that the growth rate of the grammar is not dependent on the growth rate of the lexicon. At the same time, register-specific grammars converge onto more similar constructions as the amount of exposure increases. This means that the influence of specific registers becomes less important as exposure increases. Finally, the rate at which constructions are forgotten when they have not been recently observed mirrors the growth rate of the constructicon. This paper thus presents a computational model of usage-based grammar that includes both the emergence and the unentrenchment of constructions. (shrink)

The idea that conventionalized general knowledge – sometimes referred to as a frame – guides the perception and interpretation of the world around us has long permeated various branches of cognitive science, including psychology, linguistics, and artificial intelligence. In this paper we provide experimental evidence suggesting that frames also play a role in explaining certain long-distance dependency phenomena, as originally proposed by Deane. We focus on a constraint that restricts the extraction of an NP from another NP, called subextraction, (...) which Deane claims is ultimately a framing effect. In Experiment 1 we provide evidence showing that referents are extractable to the degree that they are deemed important for the proposition expressed by the utterance. This suggests that the world knowledge that the main verb evokes plays a key role in establishing which referents are extractable. In Experiment 2 we offer evidence suggesting that the acceptability of deep subextractions is correlated with the overall plausibility of the proposition, suggesting that complex structures can evoke complex frames as well, if sufficiently frequent and semantically coherent, and therefore more easily license deeper subextractions. (shrink)

Langacker's usage-based model provides cognitive linguists with a useful tool for the study of allomorphy. In the present article the model is applied to a central problem in Russian conjugation, viz., the formation of the past passive participle. The analysis demonstrates the restrictiveness of the model, which precludes reference to arbitrary indices and underlying representations. Thus, the analyst is forced to look for surface-true generalizations including phonological, semantic, and symbolic structures and relationships holding between them. This reseach strategy (...) proves fruitful for the Russian past passive participle. The choice of suffixes is shown to be predictable from the shape of the past-tense stem, facilitating the formation of simple generalizations about the distribution of the relevant suffixes. (shrink)

Two of the main theoretical approaches to the evolution of language are biolinguistics and usage-based approaches. Both are often conceptualized as belonging to seemingly irreconcilable ‘camps.’ Biolinguistic approaches assume that the ability to acquire language is based on a language-specific genetic foundation. Usage-based approaches, on the other hand, stress the importance of domain-general cognitive capacities, social cognition, and interaction. However, there have been a number of recent developments in both paradigms which suggest that biolinguistic and (...) usage-based approaches are actually moving closing together. For example, theoretical advancements such as evo-devo and complex adaptive systems theory have gained traction in the language sciences, leading to changed conceptions of issues like the relative influence of “nature” and “nurture.” In this paper, we outline points of convergence between current minimalist biolinguistic and usage-based approaches regarding four contentious issues: a) modularity and domain-specificity, b) innateness and development, c) cultural and biological evolution, d) knowledge of language and its description. We show that across both paradigms, researchers have come to increasingly embrace more complex views of these issues. They also have come to appreciate the view that biological and cultural evolution are closely intertwined, which leads to an increased amount of common ground between minimalist biolinguistics and usage-based approaches. (shrink)

This study puts the usage-based assumption that our linguistic knowledge is based on usage to the test. To do so, we explore individual variation in speakers’ language use as established based on corpus data – both in terms of frequency of use and productivity of use – and link this variation to the same participants’ responses in an experimental judgment task. The empirical focus is on transfer by native German speakers living in the Netherlands, who (...) oftentimes experience transfer from their second language Dutch to their native language German regarding the placement of prepositional phrases. The analyses show a large amount of variation in both the corpus and experimental data with a strong link across data types: individual speakers’ usage – but not the usage by other speakers – is a significant predictor for the speakers’ judgments. These results strongly suggest that, in line with a usage-based approach, variation between speakers in experimental tasks is linked to their variation in usage. At the same time, such usage-based predictions do not explain all of the variation, suggesting that other individual factors are also at play in such experimental tasks. (shrink)

In the generative tradition, the language faculty has been shrinking—perhaps to include only the mechanism of recursion. This paper argues that even this view of the language faculty is too expansive. We first argue that a language faculty is difficult to reconcile with evolutionary considerations. We then focus on recursion as a detailed case study, arguing that our ability to process recursive structure does not rely on recursion as a property of the grammar, but instead emerge gradually by piggybacking on (...) domain-general sequence learning abilities. Evidence from genetics, comparative work on non-human primates, and cognitive neuroscience suggests that humans have evolved complex sequence learning skills, which were subsequently pressed into service to accommodate language. Constraints on sequence learning therefore have played an important role in shaping the cultural evolution of linguistic structure, including our limited abilities for processing recursive structure. Finally, we re-evaluate some of the key considerations that have often been taken to require the postulation of a language faculty. (shrink)

Languages are complex systems that allow speakers to produce novel grammatical utterances. Yet, linguists differ as to how general and abstract they think the mental representation of speakers have to be to give rise to this grammatical creativity. In order to shed light on these questions, the present study looks at one specific construction type, English comparative correlatives, that turns out to be particularly interesting in this context: on the one hand it has been described in terms of one of (...) the most abstract and general syntactic rules, on the other hand it shows specific idiomatic structures that are often produced without any variation. While the syntax and semantics of the English Comparative Correlative construction have received considerable attention in the literature, so far only a small number of usage-based analyses have been published on the topic. These either only relied on small databases or focussed only on the productivity of one slot in the construction. In contrast to this, the present study analyses more than 1,400 CC tokens sampled from COCA. The results of the present study yield important results concerning English CC constructions, including the schematicity and generality of their mental representations. (shrink)

It has been shown that Recurrent Artificial Neural Networks automatically acquire some grammatical knowledge in the course of performing linguistic prediction tasks. The extent to which such networks can actually learn grammar is still an object of investigation. However, being mostly data-driven, they provide a natural testbed for usage-based theories of language acquisition. This mini-review gives an overview of the state of the field, focusing on the influence of the theoretical framework in the interpretation of results.

Journal Name: Cognitive Linguistics Issue: Ahead of print.

Preceding research in cognitive linguistics has advanced the claim that evaluative components form an integral part of image schemas (cf. Krzeszowski 1993, 1997; Cienki 1997: 3–6). This so-called “plus–minus” (or “axiological”) parameter has primarily been discussed with regard to opposing dimensions within a range of image-schematic contexts. In the paired particles in–out, up–down, and on–off, for instance, the meaning of which is based on the image-schematic notions of CONTAINMENT, VERTICALITY, and CONTACT, respectively, the second elements are assumed to (...) carry negative default evaluations. Additionally, the Axiological Invariance Principle (Krzeszowski 1997) claims that these evaluative components are generally retained in metaphorical extensions. This study applies the plus–minus hypothesis in image-schema theory to the analysis of semantically highly redundant verb-particle constructions in English. The hypotheses derived from this application are tested against the real usage of such constructions as documented in the British National Corpus and the Collins Online. Though the presentation of a full-blown alternative to the plus–minus assumption is beyond the scope of this empirical investigation, an important implication of this study is that the isolated, “primitive” (noncompound) image schemas traditionally dealt with in cognitive linguistic research should not be considered as the locus of evaluative defaults. It is suggested instead that axiological components are dimensions of richer, contextualized cognitive models, in which image schemas appear as complex superimpositions, i.e., image-schema groupings or compounds. (shrink)

English modal enclitics are typically conceived of as colloquial pronunciation variants that are semantically identical to their respective full forms. Although this conception has already been challenged by Nesselhauf, Nadja. 2014. From contraction to construction? The recent life of ’ll. In Marianne Hundt, Late modern English syntax, 77–89. Cambridge: Cambridge University Press and Daugs, Robert. 2021. Contractions, constructions and constructional change: Investigating the constructionhood of English modal contractions from a diachronic perspective. In Martin Hilpert, Bert Cappelle & Ilse Depraetere, Modality (...) and diachronic construction grammar, 12–52. Amsterdam: John Benjamins, who argue for the constructional status of both enclitics, the present study proposes a refinement according to which the differences between enclitics and full forms can be pinpointed to specific co-occurrence patterns. Rather than rashly postulating a general ’d-construction or an ’ll-construction, the data indicate that lower-level instances, like I’d V, we’ll V, or it would V, are very much capable of capturing the meaning differences between enclitics and full forms without recourse to higher, more abstract level. This is achieved by assessing the changes in the associative links these patterns entertain in a data-driven, bottom-up fashion. By utilizing the COHA and a variety of quantitative methods, it can be shown that, although enclitic patterns become more frequent and more varied, they remain overall still more restricted than the full forms, which promotes the emergence of ‘new’ symbolic associations. The results are integrated into current research in Diachronic Construction Grammar and dynamic, network-oriented models of language. (shrink)

Journal Name: Cognitive Linguistics Issue: Ahead of print.

This volume outlines a model of language that can be characterized as functionalist, usage-based, dynamic, and complex-adaptive. The core idea is that linguistic structure is not stable and uniform, but continually refreshed by the interaction between three components: usage, the communicative activities of speakers; conventionalization, the social processes triggered by these activities and feeding back into them; and entrenchment, the individual cognitive processes that are also linked to these activities in a feedback loop. Hans-Joerg Schmid explains how (...) this multiple feedback system works by extending his Entrenchment-and-Conventionalization Model, showing how the linguistic system is created, sustained, and continually adapted by the ongoing interaction between usage, conventionalization, and entrenchment. Fulfilling the promise of usage-based accounts, the model explains how exactly usage is transformed into collective and individual grammar and how these two grammars in turn feed back into usage.0The book is exceptionally broad in scope, with insights from a wide range of linguistic subdisciplines. It provides a coherent account of the role of multiple factors that influence language structure, variation, and change, including frequency, economy, identity, multilingualism, and language contact. (shrink)

This paper argues that neurolinguistics has the potential to yield insights that can feed back into corpus-based Cognitive Linguistics. It starts by discussing how far the cognitive realism of probabilistic statements derived from corpus data currently goes. Against this background, it argues that the cognitive realism of usage-based models could be further enhanced through deeper engagement with neurolinguistics, but also highlights a number of common misconceptions about what neurolinguistics can and cannot do for linguistic theorizing.

This paper presents a case study conducted on 17th and 18th century German corpora, confirming that both attraction and differentiation are important mechanisms of change, which interact with socio-symbolic properties of constructions. The paper looks at the frequencies and semantics of wo ‘where’ clauses at the beginning of the New High German period, which are compared to the frequencies and semantics of the connector da ‘there, since’ in the same period. The study reveals that the subordinating connectors wo and da (...) overlapped in their functions and were highly polysemous, establishing spatial, temporal, causal, conditional, and contrast links between clauses. This suggests that the connectors had become functionally similar by means of mutual attraction; however, they differed in that they belonged to different registers. Over the course of the 18th century, the polysemy of wo and da clauses reduced. Being gradually confined to one single meaning, the connectors became less similar. This differentiation occurs because the connectors aligned to distinct high-level schemas in the associative network. The study confirms that analogy is crucial to both attraction and differentiation of functionally overlapping constructions. While attraction involves analogy of specific instances of constructions, differentiation occurs in analogy to high-level abstract constructions in the associative network. (shrink)

Effective teachers use mnemonic tools or mnemonic triggers to improve the students’ retention of the study material. This article discusses mnemonic triggers from a theoretical viewpoint based on Jerome S. Bruner’s writings. Fifty small linguistic–cognitive, constructive-, rhetorical-, and phonological mnemonic triggers are detected. These triggers may be the elements our brain use when “constructing the realities” in a Brunerian sense when ordering, differentiating, comparing, and handling information, stories and experiences in our brain. Many of these are small, hidden linguistic (...) elements in speech. This article discusses their usage in the educational talk and textbooks. (shrink)

I will argue that the cognitive-linguistic enterprise should step up its efforts to embrace the social and pragmatic dimensions of language. This claim will be derived from a survey of the premises and promise of the cognitive-linguistic approach to the study of language and be defended in more detail on logical and empirical grounds. Key elements of a usage-based emergentist socio-cognitive approach known as Entrenchment-and-Conventionalization Model (Schmid 2014, 2015) will be presented in order to demonstrate how social and (...) pragmatic aspects can be integrated and operationalized in a cognitive-linguistic framework. (shrink)

Cognitive Linguistics is an approach to language study based on three central premises: that the function of language is to convey meaning, that linguistic description must rely on constructs that are psychologically real, and that grammar emerges from usage. Over the last 40 years, this approach to studying language has made enormous strides in virtually every aspect of linguistic inquiry, achieving major insights as well as bringing about a conceptual unification of the language sciences. However, it has (...) also faced problems, which, I argue, must be addressed if the approach is to continue to flourish. Some of these are shared with generative linguistics, while some are peculiar to the cognitive approach. The former include excessive reliance on introspective evidence; paying only lip service to the Cognitive Commitment; too much focus on hypothesis formulation (and not enough on hypothesis testing); ignoring individual differences; and neglecting the social aspects of language. The latter include assuming that we can deduce mental representations from patterns of use and equating distribution with meaning. I conclude by sketching out how these pitfalls could be avoided. (shrink)

Emotive Interjections in British English: A corpus-based study on variation in acquisition, function and usage constitutes the first in-depth corpus-based study on the use of emotive interjections in Present Day British English. In a novel approach, it systematically distinguishes between child and adult speakers, providing new insights into how they use Ow!, Ouch!, Ugh!, Yuck!, Whoops!, Whoopsadaisy! and Wow! in everyday spoken language. It studies in detail their acquisition by children and pinpoints changes and developments in their (...) use throughout early childhood. The study highlights particularities displayed by child and adult speakers in general and identifies crucial differences regarding how adults use emotive interjections depending on whether they are interacting with children or other adults. This book thus offers an exhaustive overview on the functions of emotive interjections based on thorough empirical research and will appeal to linguists concerned with pragmatics, child language acquisition, the expression of emotion and interjections. (shrink)

I argue for an intentional conception of representation in science that requires bringing scientific agents and their intentions into the picture. So the formula is: Agents (1) intend; (2) to use model, M; (3) to represent a part of the world, W; (4) for some purpose, P. This conception legitimates using similarity as the basic relationship between models and the world. Moreover, since just about anything can be used to represent anything else, there can be no unified ontology of models. (...) This whole approach is further supported by a brief exposition of some recent work in cognitive, or usage-based, linguistics. Finally, with all the above as background, I criticize the recently much discussed idea that claims involving scientific models are really fictions. (shrink)

The topic of this dissertation is the nature of linguistic competence, the capacity to understand and produce sentences of natural language. I defend the empiricist account of linguistic competence embedded in the connectionist cognitive science. This strand of cognitive science has been opposed to the traditional symbolic cognitive science, coupled with transformational-generative grammar, which was committed to nativism due to the view that human cognition, including language capacity, should be construed in terms of symbolic representations and hardwired rules. Similarly, linguistic (...) competence in this framework was regarded as being innate, rule-governed, domain-specific, and fundamentally different from performance, i.e., idiosyncrasies and factors governing linguistic behavior. I analyze state-of-the-art connectionist, deep learning models of natural language processing, most notably large language models, to see what they can tell us about linguistic competence. Deep learning is a statistical technique for the classification of patterns through which artificial intelligence researchers train artificial neural networks containing multiple layers that crunch a gargantuan amount of textual and/or visual data. I argue that these models suggest that linguistic competence should be construed as stochastic, pattern-based, and stemming from domain-general mechanisms. Moreover, I distinguish syntactic from semantic competence, and I show for each the ramifications of the endorsement of a connectionist research program as opposed to the traditional symbolic cognitive science and transformational-generative grammar. I provide a unifying front, consisting of usage-based theories, a construction grammar approach, and an embodied approach to cognition to show that the more multimodal and diverse models are in terms of architectural features and training data, the stronger the case is for the connectionist linguistic competence. I also propose to discard the competence vs. performance distinction as theoretically inferior so that a novel and integrative account of linguistic competence originating in connectionism and empiricism that I propose and defend in the dissertation could be put forward in scientific and philosophical literature. (shrink)

Name der Zeitschrift: Cognitive Linguistics Jahrgang: 27 Heft: 4 Seiten: 603-618.

Name der Zeitschrift: Cognitive Linguistics Jahrgang: 27 Heft: 4 Seiten: 543-557.

As more and more sophisticated software is created to allow the mining of arguments from natural language texts, this paper sets out to examine the suitability of the well-established and readily available methods of corpus linguistics to the study of argumentation. After brief introductions to corpus linguistics and the concept of meta-argument, I describe three pilot-studies into the use of the terms Straw man, Ad hominem, and Slippery slope, made using the open access News on the Web corpus. (...) The presence of each of these phrases on internet news sites was investigated and assessed for correspondence to the norms of use by argumentation theorists. All three pilot-studies revealed interesting facts about the usage of the terms by non-specialists, and led to numerous examples of the types of arguments mentioned. This suggests such corpora may be of use in two different ways: firstly, the wider project of improving public debate and educating the populace in the skills of critical thinking can only be helped by a better understanding of the current state of knowledge of the technical terms and concepts of argumentation. Secondly, theorists could obtain a more accurate picture of how arguments are used, by whom, and to what reception, allowing claims on such matters to be evidence, rather than intuition, based. (shrink)

Recent studies on cortical processing of sensory information highlight the importance of multisensory integration, and define precise rules governing reciprocal influences between inputs of different sensory modalities. We propose that psychophysical interactions between different types of sensory stimuli and linguistic synaesthesia share common origins and mechanisms. To test this hypothesis, we compare neurophysiological findings with corpus-based analyses relating to linguistic synaesthesia. Namely, we present Williams' hypothesis and its recent developments about the hierarchy of synaesthetic pairings, and examine critical aspects (...) of this theory concerning universality, directionality, sensory categories, and usage of corpora. These theoretical issues are verified against linguistic data derived from corpus-based analyses of Italian synaesthetic pairings related to auditory and tactile modalities. Our findings reveal a strong parallel between linguistic synaesthesia and neurophysiological interactions between different sensory stimuli, suggesting that linguistic synaesthesia is affected by tendencies similar to the rules underlying the perceptual association of distinct sensory modalities. (shrink)

In this study I focus on the complementation patterns of commissive shell nouns in Ghanaian English (GhE). Commissive shell nouns are a type of illocutionary shell noun, i.e. a noun that encapsulates a content that is usually expressed in a complement or even separate clause or sentence thereby ascribing it an illocutionary force. I use the usage-based approach to the study of language and investigate the behavioral profile of these nouns in GhE. I apply descriptive statistics to data (...) that have been collected from the Corpus of Global Web-based English (GloWbE). The study provides evidence for the characterization of GhE usage norms, and thus contributes to the scholarly knowledge on this variety of English. It also sheds light on the contribution that the meaning-related and ultimately cognitive perspective can offer in describing the complementation patterns of illocutionary nouns in Postcolonial Englishes (PCEs). (shrink)

This study seeks to clarify the nature of linguistic synesthesia using a lexical-conceptual account. Based on a lexical analysis of Mandarin synesthetic usages, we find that linguistic synesthesia maps the metaphorical meaning between two domains; and linguistic synesthetic mappings and conceptual metaphoric mappings have similar behaviors when sense modalities are treated as conceptual domains that contain a set of mappings constrained by Mapping Principles. This lexical-conceptual account is designed to capture the fact that linguistic synesthesia involves mapping between lexicalized (...) concepts of sensory properties, instead of the real-time sensory input that is processed in neurological synesthesia. The incorporation of a lexical semantic view with the framework of Conceptual Metaphor Theory not only offers a coherent and comprehensive account for the nature of linguistic synesthesia, but also handles aspects of linguistic synesthesia previously only accounted for by non-metaphorical accounts. These design features make this proposal the most comprehensive account to fit the current data. Furthermore, by showing linguistic synesthesia as a type of metaphor, our study strengthens the role of conceptual metaphors as the link between the perceived world and our conceptualization of that world. (shrink)

This introduction presents an overview of the key concepts discussed in the subsequent chapters of this book. The book deals with the nature of hierarchical relations, in particular the computational procedure needed to generate such relations. It discusses the importance of linguistic diversity in Chomsky's work. Chomsky's own work has mostly focused on synchronic grammatical analyses. The book describes ways in which work on second language acquisition has embraced theoretical developments in syntax, and how it has sometimes informed those developments (...) as well. It also discusses different declarative frameworks, shows in detail how they are compatible with Chomsky's early work, and provides examples of grammatical analyses within such frameworks. The book explains the differences between Chomsky's linguistics and what can broadly be labeled “usage‐based linguistics.” It explores how Chomsky's work has influenced research on one area of linguistic performance, namely sentence processing or “parsing.”. (shrink)

This paper is a qualitative usage-based treatment of merism from a cognitive-linguistic perspective. Considered a minor or non-basic figure of speech, especially if compared to the master tropes, m...

While cellular phones have become common among Filipinos, it is contended that, even though, such accessibility may have bridged the digital gap, it is far from eradicating social divides between the rich and the poor. The class divide is very apparent based on usage alone. This divide is more a function of income and education than the availability of technology. Three aims of this study include: 1) finding out whether social stratification is evident in the text messages of (...) people from lower, middle, and upper classes; 2) affirming the relationship between social stratification and linguistic forms usage; and 3) exploring noticeable patterns in texting styles of participants. Employing mixed methods design, linguistic forms used by participants were described and analyzed. Noticeable patterns in the texting styles of 18 participants were also accounted. Three linguistic forms: shortenings, punctuations, and letters/numbers/homophones are frequently used by the participants across the three social classes to facilitate ease of texting and to shorten long words. Two form categories are socially stratified: punctuations and accent stylization. Thus, knowing the linguistic forms used by an individual can lead to knowledge of his/her social status. Keywords- Sociolinguistics, Computer-mediated Communication, social stratification, linguistic forms, textual analysis, mixed methods design, Philippines. (shrink)

With the increasing prevalence of Internet usage, Internet-Delivered Psychological Treatment (IDPT) has become a valuable tool to develop improved treatments of mental disorders. IDPT becomes complicated and labor intensive because of overlapping emotion in mental health. To create a usable learning application for IDPT requires diverse labeled datasets containing an adequate set of linguistic properties to extract word representations and segmentations of emotions. In medical applications, it is challenging to successfully refine such datasets since emotion-aware labeling is time consuming. (...) Other known issues include vocabulary sizes per class, data source, method of creation, and baseline for the human performance level. This paper focuses on the application of personalized mental health interventions using Natural Language Processing (NLP) and attention-based in-depth entropy active learning. The objective of this research is to increase the trainable instances using a semantic clustering mechanism. For this purpose, we propose a method based on synonym expansion by semantic vectors. Semantic vectors based on semantic information derived from the context in which it appears are clustered. The resulting similarity metrics help to select the subset of unlabeled text by using semantic information. The proposed method separates unlabeled text and includes it in the next active learning mechanism cycle. Our method updates model training by using the new training points. The cycle continues until it reaches an optimal solution, and it converts all the unlabeled text into the training set. Our in-depth experimental results show that the synonym expansion semantic vectors help enhance training accuracy while not harming the results. The bidirectional Long Short-Term Memory (LSTM) architecture with an attention mechanism achieved 0.85 Receiver Operating Characteristic (ROC curve) on the blind test set. The learned embedding is then used to visualize the activated word's contribution to each symptom and find the psychiatrist's qualitative agreement. Our method improves the detection rate of depression symptoms from online forum text using the unlabeled forum texts. (shrink)

Linguistic convention is one of the central notions of Indian philosophy of language. The well-known view of samaya/saṃketa is its conception as the agreement initiating the relationship between words and their previously unrelated meanings. However, in Indian philosophy of language, we also encounter two other important but little-researched interpretations of samaya/saṃketa, which consider it as the established usage of words. I present a new classification of traditions of Indian thought based on their view of linguistic convention. This classification (...) is to be verified and expanded in further studies. As far as I know, such a classification has never been undertaken before. 1) Nyāya, Vaiśeṣika, Buddhism, and later classical Yoga of the Tattvavaiśāradī accept samaya/saṃketa as an agreement initiating the relationship between words and their previously unrelated meanings. 2) Bhartṛhari the Grammarian and the continuators of his thought acknowledge samaya/saṃketa as the established usage of words that is rooted in the natural relationship between words and their meanings; the convention manifests the relationship. This view was probably also shared by Mīmāṃsakas and Advaitins. 3) Classical Yoga of the Yogasūtrabhāṣya and probably also earlier Grammar thought of the Mahābhāṣya accept linguistic convention as the established usage of words, but this usage, though having neither a beginning nor an end, is not based on any natural and necessary word–meaning relationship. In this view, linguistic convention not only manifests the word–meaning relationship but also keeps it in existence. Another new contribution of this research is my explanation for why the same Sanskrit term samaya/saṃketa was applied to the different ways of understanding linguistic convention. I explain this through the common aspects of all three kinds of samaya/saṃketa. The first aspect is the content of all these kinds of samaya/saṃketa. Irrespective of how linguistic convention is understood, its content is the same: “such and such a word has such and such a meaning”. The second aspect is the crucial role of linguistic convention in language acquisition, communication, and transmission. (shrink)

The linguistic input children receive across early childhood plays a crucial role in shaping their knowledge about the world. To study this input, researchers have begun applying distributional semantic models to large corpora of child‐directed speech, extracting various patterns of word use/co‐occurrence. Previous work using these models has not measured how these patterns may change throughout development, however. In this work, we leverage natural language processing methods—originally developed to study historical language change—to compare caregivers' use of words when talking to (...) younger versus older children. Some words' usage changed more than others; this variability could be predicted based on the word's properties at both the individual and category levels. These findings suggest that caregivers' changing patterns of word use may play a role in scaffolding children's acquisition of conceptual structure in early development. (shrink)

In contrast to symbol-manipulation approaches, Cognitive Linguistics offers a modal rather than an amodal account of meaning in language. From this perspective, the meanings attached to linguistic expressions, in the form of conceptualisations, have various properties in common with visual forms of representation. This makes Cognitive Linguistics a potentially useful framework for identifying and analysing language-image relations in multimodal texts. In this paper, we investigate language-image relations with a specific focus on intersemiotic convergence. Analogous with research on gesture, (...) we extend the notion of co-text images and argue that images and language usages which are proximal to one another in a multimodal text can be expected to exhibit the same or consistent construals of the target scene. We outline some of the dimensions of conceptualisation along which intersemiotic convergence may be enacted in texts, including event-structure, viewpoint, distribution of attention and metaphor. We take as illustrative data photographs and their captions in online news texts covering a range of topics including immigration, political protests, and inter-state conflict. Our analysis suggests the utility of Cognitive Linguistics in allowing new potential sites of intersemiotic convergence to be identified and in proffering an account of language-image relations that is based in language cognition. (shrink)

This volume is a comprehensive introduction to the study of the meaning of linguistic expressions in English: words and sentences. In conducting the analysis, it draws on two sources. First, it relies on the assumptions of Cognitive Linguistics, which describes language as being non-modular, symbolic, usage-based, meaningful and creative. Second, it hinges on the assumptions of Cognitive Semantics, which describes meaning as being embodied, motivated, dynamic, encyclopaedic and conceptualised. It explicates these assumptions clearly and applies them to (...) diverse areas of language. Ultimately, it enables students to recognise the complexity of the English linguistic system, and trains them to solve the intricate puzzles characterising its nature. (shrink)

This study aims to find out whether speakers of different language backgrounds (English, French, Spanish, and Macedonian) are sensitive to semantic associations (‘fluid’ and ‘forcible contact’) attached respectively to two purported phonaesthemes (/fl-/ and /tr-/). Participants completed the task in oral and written conditions. They had to match phonaestheme-related definitions with either of two non-words (one phonaestheme-bearing and the other containing a distractor). The results obtained indicate that participants significantly chose non-words beginning with /tr-/ when the definition activated a meaning (...) related to forcible contact, and non-words starting with /fl-/ when the definitions made reference to fluids in the four languages. The results point to the existence of non-arbitrary sound-meaning relations. A corpus-driven study of frequencies of lemmas and word tokens starting with the purported phonaesthemes also sheds light on the possible origin of the phonaesthemic associations, suggesting that both iconicity and systematicity motivate such associations. The results obtained are interpreted in the context of a functional, usage-based model of language, which can accommodate the existence of iconic tendencies, the role of learning and linguistic experience in language, and arbitrariness. (shrink)

According to usage‐based approaches to language acquisition, linguistic knowledge is represented in the form of constructions—form‐meaning pairings—at multiple levels of abstraction and complexity. The emergence of syntactic knowledge is assumed to be a result of the gradual abstraction of lexically specific and item‐based linguistic knowledge. In this article, we explore how the gradual emergence of a network consisting of constructions at varying degrees of complexity can be modeled computationally. Linguistic knowledge is learned by observing natural language utterances (...) in an ambiguous context. To determine meanings of constructions starting from ambiguous contexts, we rely on the principle of cross‐situational learning. While this mechanism has been implemented in several computational models, these models typically focus on learning mappings between words and referents. In contrast, in our model, we show how cross‐situational learning can be applied consistently to learn correspondences between form and meaning beyond such simple correspondences. (shrink)

Usage-based linguistics postulates that multi-word expressions constitute a substantial part of language structure and use, and are formed through repeated chunking and stored as exemplar wholes. They are also re-used to produce new sequences by means of schematization. While there is extensive research on multi-word expressions in many spoken languages, little is known about the status of multi-word expressions in the mainstream U.S. variety of American Sign Language. This paper investigates recurring multi-word expressions, or sequences of multiple (...) signs, that involve a high-frequency sign of visual perception glossed as look and the family of ‘look’ signs. The look sign exhibits two broad functions: look/‘vision’ references literal or metaphorical vision and look/‘reaction’ signals a person’s reaction to a visual stimulus. Data analysis reveals that there are recurring sequences in distinct syntactic environments associated with the two functions of look, suggesting that look is in the process of grammaticalization from a verb of visual perception to a stance verb. The sequences demonstrate the emergence of linguistic structure from repeated use through the domain-general cognitive process of chunking in ASL. (shrink)