This paper addresses the treatment of noise caused by word omissions in a corpus of school writings, in order to facilitate their subsequent automatic processing. While a normalization step may facilitate the processing of these texts, certain linguistic expressions remain challenging to comprehend, particularly in instances where the writer omits words from the text. The present contribution proposes three automatic and semi-automatic potential solutions to this problem. The first method employs a "mask" token in the form of xxx. The second (...) is a semi-automatic approach whereby each morpho-syntactic category proposed during normalization is replaced by the corresponding "prototypical word." The third involves a FlauBERT method, using this language model to "reconstruct" the most probable token in the text. The three methods are evaluated quantitatively, and the results obtained using method 3, which proved to be the most effective in the context of our research, are also presented qualitatively. (shrink)

In the field of NLP, “noise” is a notion with many different meanings. This is also true in fields of linguistics in which the analysis of ecological data is central.In studies involving corpus linguistic methods, noise management is an essential process for data collection, data structuration and data analysis. Paradoxically, this step is almost never developed, or completely ignored.In this paper, we propose to focus on the management of noise during the various stages classically defined in the processing (...) of an oral corpus: data structuration (including transcription), data enrichment (including annotation) and data analysis.We show that noise management is a cross-cutting issue: it needs to be taken into account during the phases of structuration, data enrichment and analysis of linguistic corpora. More specifically, the creation of corpora of children’s productions leads us to manage a particular type of noise: the variation regarding the so-called “standard” forms. For noise management, we show that there is no ideal methodology: noise management is specific to each project. Moreover, decisions taken at one stage necessarily influence the others: a noise generated during data structuration may cause a silence during automatic processing; a noise “cleaned up” during the processing phase may generate a silence during analysis. (shrink)

ABSTRACTThis study is situated within corpus-assisted discourse analysis. Corpora and discourse studies: Integrating discourse and corpora. London: Palgrave Macmillan.) and provides a critical discussion of key topics and stances in the marriage equality debate in Germany. The ways in which the German print media covered the debate are explored through two corpora which include relevant texts from three German newspapers and two magazines from two key periods ; in 2001, Germany introduced ‘civil unions’ but it was only in 2017 (...) that marriage was opened to same-sex couples. Qualitative and quantitative analyses using AntConc and ProtAnt suggest that while there are parallels to marriage equality debates in other countries, there are also language-/culture-specific features. For example, there is a stronger focus on children’s welfare in the contemporary data, since marriage equality meant joint adoption rights for same-sex couples. Through an exploration of keywords/collocations and close reading of prototypical texts, it is shown how linguistic choices contribute to framing the arguments for/against marriage equality and how these stances are connected to culture-specific and cross-cultural norms. (shrink)

Topics in Cognitive Science, Volume 14, Issue 2, Page 388-399, April 2022.

Les troubles du langage font partie des troubles cognitifs présents dans la maladie d’Alzheimer. Ils sont le plus souvent étudiés dans des tâches cliniques ciblées, éloignées des situations de communication naturelle. Leur but est de mettre en évidence les déficits linguistiques comme par exemple les troubles lexico-sémantiques présents dès le début de l’évolution et spécifiques de la maladie. Nous avons choisi de compléter les épreuves classiques d’évaluation du langage par l’étude d’une situation d’échange conversationnel en essayant de dégager de nouveaux (...) critères cliniques fonctionnels. Notre étude porte sur l’analyse automatique de corpus conversationnels recueillis auprès de 10 personnes âgées (moyenne d’âge = 90 ans) dont 5 présentant une maladie d’Alzheimer à un stade débutant à modéré (MMS moyen = 15/30). Nos analyses montrent des différences quantitatives et qualitatives entre les deux populations étudiées et proposent de s’intéresser davantage à l’interaction verbale pour mieux décrire le retentissement des troubles du langage sur la communication verbale des sujets avec maladie d’Alzheimer. (shrink)

Children show a remarkable degree of consistency in learning some words earlier than others. What patterns of word usage predict variations among words in age of acquisition? We use distributional analysis of a naturalistic corpus of child‐directed speech to create quantitative features representing natural variability in word contexts. We evaluate two sets of features: One set is generated from the distribution of words into frames defined by the two adjacent words. These features primarily encode syntactic aspects of word (...) usage. The other set is generated from non‐adjacent co‐occurrences between words. These features encode complementary thematic aspects of word usage. Regression models using these distributional features to predict age of acquisition of 656 early‐acquired English words indicate that both types of features improve predictions over simpler models based on frequency and appearance in salient or simple utterance contexts. Syntactic features were stronger predictors of children's production than comprehension, whereas thematic features were stronger predictors of comprehension. Overall, earlier acquisition was predicted by features representing frames that select for nouns and verbs, and by thematic content related to food and face‐to‐face play topics; later acquisition was predicted by features representing frames that select for pronouns and question words, and by content related to narratives and object play. (shrink)

This article reports on an inquiry that investigated the development of ba constructions in early childhood Mandarin. All cases of ba construction were extracted from the Early Childhood Mandarin Corpus collected from 168 preschoolers aged 2;6, 3;6, 4;6, and 5;6. Early Childhood Mandarin Corpus, University of Hong Kong. Data analysis indicated that: Mandarin-speaking children produced a repertoire of 11 types of ba construction, and the children in the youngest age group were able to produce six types of (...) them; children at 4 years old experienced a critical developmental period of pragmatic use, and at 5 years old they had attained cognitive and linguistic maturity in understanding the semantic and syntactic features of ba constructions; and there was a significant age effect on the production of three types of ba construction, but no significant association between the children’s gender and their production of ba constructions. These findings offer fresh insights into understanding Chinese children’s innate capacity to understand the co-occurrence constraints concerning the syntactic, semantic and verb features inherent in ba construction, and their developmental ability to denote telic events by resorting to the appropriate ba sentence patterns. (shrink)

An exploration of the governmental policy, prison works, and its attendant recidivism provides the general opening. The 1944 Education Act is then taken as furnishing the medical model of personal handicap and deficiency which informed special education at an early stage. The Warnock Report's attempt to shift considerations to educational grounds is examined with a particular focus upon the ensuing definition of special needs and its legacy in legislation following the 1981 Act to the present. Foucault's concept of normalisation is (...) the basis for analysis of the normative elements in the main features of the national curriculum and testing. This latter together with aspects of the 1988 Education Reform Act are examined with regard to their impact upon special educational needs. The conclusions are that 'education works' and the rediscovery of the medical model of personal deficiency. (shrink)

Many of the errors that occur in children' subtraction are due to the use of incorrect strategies rather than to the incorrect recall of number facts. A production system is presented for performing written subtraction which is consistent with an earlier analysis of the nature of such a cognitive skill. Most of the incorrect strategies used by schoolchildren can be accounted for in a principled way by simple changes in the production system, such as the omission of individual (...) rules or the inclusion of rules appropriate to other arithmetical tasks. The production system model is evaluated against a corpus of over 1500 subtraction problems done by 10‐year olds and is shown to account for about two‐thirds of the (nonnumber fact) errors. It also provides an alternative, simpler interpretation of the subtraction errors analysed by Brown and Burton (1978). Some implications for teaching are discussed. (shrink)

In this paper we document the developmental trajectory of the complementizer system (CP-system) in Italian by looking at the earliest spontaneous production of eleven young children, whose transcriptions are available on CHILDES. We conducted a novel corpus analysis, tracking down a number of constructions in which the clausal left-periphery is activated. First, we considered the appearance of the different complementizer particles in the CP-system, which overtly realize the three distinct functional projections ForceP, IntP, and FinP. The analysis (...) revealed that children acquiring Italian correctly use these complementizer particles already in the third year of life. Second, we looked for the simultaneous activation of different functional projections within the CP-system. We went through our corpus searching for complex sentences in which more than one constituent was moved to the left periphery. This option is allowed by the adult grammar of Italian and, as our search revealed, it is also attested in the grammar of young children. Soon after their second birthday, sequences in which a left-dislocated Topic and a Wh- element co-occur are attested, directly supporting the existence of a (high) Topic position above FocusP. Moreover, movement in general conforms to the constraints of the adult grammar, with no attested violation of obligatory inversion (a consequence of the Q-Criterion). Importantly, “why-questions” did not require inversion, much as in the adult grammar of Italian. Taken together, children's use of complementizer particles and their activation of multiple landing sites for movement show that 2-year-olds already possess a richly articulated functional structure of the CP-system, aligned to the layered adult structure. In concluding the paper, we also discuss some temporal differences between constructions activating high and low portions of the CP-system. In particular, we detect a temporal precedence for wh-questions over why-questions. Since the former activate a lower projection, this is consistent with the recently proposedGrowing Treeshypothesis, according to which the development of the CP-system proceeds stepwise. (shrink)

Early intervention aims to identify children or families at risk of poor health, and take preventative measures at an early stage, when intervention is more likely to succeed. EI is concerned with the just distribution of “life chances,” so that all children are given fair opportunity to realize their potential and lead a good life; EI policy design, therefore, invokes ethical questions about the balance of responsibilities between the state, society, and individuals in addressing inequalities. We analyze a (...) corpus of EI policy guidance to investigate explicit and implicit ethical arguments about who should be held morally responsible for safeguarding child health and well-being. We examine the implications of these claims and explore what it would mean to put the proposed policies into practice. We conclude with some remarks about the useful role that philosophical analysis can play in EI policy development. (shrink)

Emotion is closely associated with language, but we know very little about how children express emotion in their own writing. We used a large‐scale, cross‐sectional, and data‐driven approach to investigate emotional expression via writing in children of different ages, and whether it varies for boys and girls. We first used a lexicon‐based bag‐of‐words approach to identify emotional content in a large corpus of stories (N>100,000) written by 7‐ to 13‐year‐old children. Generalized Additive Models were then used to (...) model changes in sentiment across age and gender. Two other machine learning approaches (BERT and TextBlob) validated and extended these analyses, converging on the finding that positive sentiments in children's writing decrease with age. These findings echo reports from previous studies showing a decrease in mood and an increased use of negative emotion words with age. We also found that stories by girls contained more positive sentiments than stories by boys. Our study shows the utility of large‐scale data‐driven approaches to reveal the content and nature of children's writing. Future experimental work should build on these observations to understand the likely complex relationships between written language and emotion, and how these change over development. (shrink)

The children’s reader, Udmurtiia naveki s Rossiei, celebrates the “450th anniversary of the voluntary entry of Udmurtia into the Russian State structure”. Published in Russian, one of its aims is to familiarize young children (aged 10 and under) with “key events” in Udmurt-Russian relations leading up to the inclusion of Udmurt-inhabited areas in the Russian Empire; emphasizing throughout the absence of inter-ethnic conflict in a “multi-ethnic Udmurtia”. Drawing on history, corpus linguistics and Critical Discourse Analysis, we show (...) how the official representations of Udmurtia and Udmurts, as presented in the reader, fail to provide them with a distinct ethnic voice – separate from Russia – within today’s Russian Federation. Specific attention is paid to the consequences of using ‘unity’ as an argument for achieving ethno-linguistic equality via a Russian civic identity; the way(s) in which this serves the Russian government’s agenda; and its effect on the construction of Udmurt identity. (shrink)

As a concrete basis for thought, we first share the experience of a correspondence analysis applied to a morphosyntactically tagged corpus. The automatic tagging has been partially checked and shows errors. Knowing how factorial analysis works, and having identified the noisiest tags, we adjust the data to be submitted to the analysis so that it is both reliable and clear, making sense for the interpretation of the results to be drawn.This experiment calls for a three-fold discussion. Firstly, (...) about the evaluation of such a process: indeed, by bypassing (rather than correcting) errors (noise), we shift the analysis framework, which no longer allows an evaluation based on the usual comparison of results and improvement measurement. Next, we justify how tweaking the data can still be a sound scientific approach, when the process is methodical and transparent. Then we consider whether corpus size matters, in relationship with the law of large numbers: statistics neutralize the noise of random fluctuations, but not that of repetitive bias.Thus, we argue for “taming” noise: that is, knowing your corpus and your tools, so as to be able to design quality analyses while managing the residual noise, and freeing yourself from a prior and probably illusory requirement for data perfection. (shrink)

Small corpora remain an important resource for addressing questions requiring specialized data not found in large general purpose corpora. But do these small corpora have sufficient data to analyze low-frequency phenomena? This article presents a case study of the try-and-V pseudocoordination construction in English, which has an unusual morphosyntactic restriction: neither verb can be inflected. Diachronic corpora elucidate its origin as reanalysis from ambiguous usage of non-finite verbs in the late 1500s. Dialectal corpora reveal variation in frequency but not (...) grammatical properties. And child language corpora reveal productive usage even by young children. These results are considered successful and the outlook is optimistic for addressing low-frequency phenomena beyond contemporary, standard English, especially as more, and more diverse, corpora become available. (shrink)

An enduring question in the cultural study of psychological experience concerns how emotion may play a role in shaping moral aspects of children’s lives as they are mentored into socially preferred ways of understanding and responding to the world at hand. This article brings together approaches from psychological and linguistic anthropology to explore how cultural schemas of normativity are communicated, embodied, and enacted as children participate in day-to-day family activities and routines. Illustrative examples emanate from a videotaped corpus (...) of naturalistic interactional data that document the daily lives of 32 ethnically diverse U.S. middle-class families who reside in the Los Angeles, California metropolitan region. The article employs discourse and narrative analysis to examine how children are apprenticed into perceiving, appraising, and reacting to the emotions of self and others as culturally shaped indicators for proper comportment. Data analysis emphasizes how implicit components of caregivers’ interactions with children (i.e., gesture, gaze, facial expression) intertwine with explicit, verbal communication to constitute intricately layered affective messages that shape the evaluative frames through which children interpret, display, and respond to emotions. The article identifies two culturally salient childrearing practices, “pep talks” and “time outs,” that apprentice children into moral accountable relationships with others by encouraging them to manage their emotions in culturally preferred ways. Study findings suggest that parental communications conveying praise and approval—or conversely indexing disapproval—towards children are emotionally resonant motivational practices in this cultural milieu as children are mentored into culturally meaningful emotional management techniques. The article highlights how children actively employ semiotic socio-communicative resources and it closely traces their sense-making processes in tandem with their discursive contributions to the moment-by-moment interaction. It argues that emotion, morality, and interpersonal relations are critical in shaping children’s acquisition of consensually validated ways of perceiving, feeling, and responding to the phenomena they encounter in their day-to-day lives. This perspective aims towards contextualized understandings that render plausible connections between local contexts of everyday action and broader macro-level discourses and master narratives, such as those associated with a neo-liberal emphasis on cultivating citizens who learn to regulate their emotions on behalf of self and others. (shrink)

ObjectsHealth Behaviours in School-aged Children is an international survey programme aiming to investigate adolescents’ health behaviours, subjective perception of health status, wellbeing, and the related contextual information. Our scoping review aimed to synthesise the evidence from HBSC about the relationship between family environmental contributors and adolescents’ health-related outcomes.MethodsWe searched previous studies from six electronic databases. Two researchers identified the qualified publications independently by abstract and full-text screening with the assistance of an NLP-based AI instrument, ASReview. Publications were included if (...) they were based on HBSC data and investigated the effects of family environment on adolescents’ health outcomes. Researches addressed family-related factors as mediators or moderators were also included.ResultsA total of 241 articles were included. Family environmental contributors could be mapped into six categories: Demographic backgrounds ; General family’s psycho-socio functions ; Parenting behaviours ; Parental health behaviours ; Family activities ; and Siblings. Except for 75 papers that assessed family variables as moderators and mediators, the others suggested family environment was an independent variable. Only five studies employed the data-driven approach.ConclusionOur results suggest most research studies focussed on the influences of family demographic backgrounds on adolescents’ health. The researches related to parental health behaviours and siblings are most inadequate. Besides, we recommend further research studies to focus on the mediator/moderator roles of the family, for exploring the deep mechanism of the family’s impacts. Also, it would be valuable to consider data-driven analysis more in the future, as HBSC has mass variables and data. (shrink)

This article explores the socio-discursive competence of young children in Galician pre-schools. In particular, it deals with the way in which children – aged from 2;10 to 4;05 years – combine embodied actions and verbal resources to co-narrate stories with peers and adults. Using an audiovisual corpus of naturally occurring interactions, we have conducted a qualitative and multimodal analysis, observing how children react to diverse footings and negotiate participation frameworks in multiparty interactions. The findings suggest three (...) progressive stages in the development of socio-discursive competence in which children use different strategies: the stage of interactive proto-narrations, the stage of collaborative narrations and the stage of polyphonic monologue narrations. Our detailed examination reveals a progressive increase in the diversity of the participation frameworks represented by children, as well as in the complexity of the multimodal resources they use, and a rise in children’s grammatical repertoire linked to an improvement in children’s pragmatic skills. (shrink)

Research focusing on Anglo-European languages indicates that children’s acquisition of the subordinate structure of complement-clause constructions and the semantics of mental verbs facilitates their understanding of false belief, and that the two linguistic factors interact. Complement-clause constructions support false-belief development, but only when used with realis mental verbs like ‘think’ in the matrix clause (de Villiers, Jill. 2007. The interface of language and Theory of Mind.Lingua117(11). 1858–1878). In Chinese, however, only the semantics of mental verbs seems to play a (...) facilitative role in false-belief development (Cheung, Him, Hsuan-Chih Chen & William Yeung. 2009. Relations between mental verb and false belief understanding in Cantonese-speaking children.Journal of Experimental Child Psychology104(2). 141–155). We argue that these cross-linguistic differences can be explained by variations in availability and usage patterns of mental verbs and complement-clause constructions across languages. Unlike English, Mandarin-Chinese has a verb that indicates that a belief might be false:yi3wei2‘(falsely) think’. Our corpus analysis suggests that, unlike English caregivers, Mandarin-Chinese caregivers do not produce frequent, potentially unanalyzed, chunks with mental verbs and first-person subjects, such as ‘I think’. In an experiment, we found that the comprehension of complement-clause constructions used withyi3wei2‘(falsely) think’, but not withjue2de2‘think’, predicted Mandarin children’s false-belief understanding between the ages of 4 and 5. In contrast to English, whether mental verbs were used with first- or third-person subjects did not affect their correlation with false-belief understanding. (shrink)

This article deals with the construction and performance of antisemitism in Nazi children’s books. It provides an explorative discourse analysis of _Trust No Fox_ as reported (Bauer, Trau keinem Fuchs auf grüner Heid und keinem Jud bei seinem Eid! Ein Bilderbuch für Gross und Klein, Stürmer-Verlag, Nuremberg, 1936) and _The Poisonous Mushroom_ as reported (Hiemer, Der Giftpilz—ein Stürmerbuch für Jung u. Alt, Stürmer-Verlag, Nuremberg, 1938) through the lens of Critical applied legal linguistics (CrALL). It seeks to elucidate how (...) ‘Jewishness’ is constructed in the two books, with a view to enhancing our understanding of the intertextual and interdiscursive embeddedness of anti-Semitic rhetoric generally and nomination and predication strategies specifically. To this end, a specialised corpus of 10,002 tokens, 2,345 types and 43 illustrations was compiled. Subsequently XML annotation was applied with the data being parsed into headings, sentences and/or lines. It was found that the books follow a Jewish/non-Jewish dichotomy, consistently referring to breaches of custom, morality, religion and law. Both works purport to provide descriptive accounts of ‘Jews as they are,’ when, in fact, they generate the normative illusion of ‘Jews as they ought to be’ according to Nazi ideology. It is suggested to use the insights gained into the anti-Semitic rhetoric of children’s books to detect, describe and critique patterns of anti-Semitic rhetoric today. (shrink)

This article draws on the conceptualisation of ‘discursive formation’ to examine the particular configuration of the ‘objects, subjects, concepts and strategies’ which constituted ‘nuclear proliferation’ between 2006 and 2012. While previous studies have mostly explored the discourse of nuclear proliferation through the analysis of newspaper texts, few have considered corpora from different sites or considered the changes, transformations and contradictions that take place when meanings are delocated from one site and relocated in another. Elements of poststructuralist discourse theory, critical (...) linguistics and corpus linguistics are brought together to consider how events were constructed within two corpora: UN Security Council resolutions and newspaper articles published in prominent UK and US broadsheets. WordSmith Tools was used to analyse word frequencies, statistical patterns of keywords, word collocation profiles and concordance patterns. Results indicate that the most salient lexical items refer to actors, strategic actions and technologies. As these constituents of nuclear proliferation are delocated from the political sphere and relocated in the public sphere, three discursive strategies unfold: personalisation, normalisation or exceptionalisation, and reification. (shrink)

Michel Foucault's concept of normalisation is taken as a basis to explore the factors involved in the identification of dull, deficient and backward pupils in British Elementary Education between 1870 and 1914. Normalisation consists of the five processes of comparison, differentiation, hierarchisation, homogenisation and exclusion. These processes operate through dividing practices which distribute groups socially and are supported in this work by scientific ideas. In this instance, the norm of the intellect is the basis of the dividing practices. The empirical (...) focus opens with an examination of the main features of Elementary education. It then moves to consider the deliberations of the Royal Commission on the Blind, Deaf and Dumb, etc and those of the Departmental Committee on Defective and Epileptic Children. The analysis concludes with a consideration of the consequences of the Elementary Education Act, 1899, and its effects up until 1914. (shrink)

Corpus linguistics has benefited greatly from advances in data processing. However, for the ordinary linguist, the use of morphosyntactic taggers still carries a certain element of mystery and magic. Equipped with this tool, the linguist can work on massive data, but is mostly unaware of how the labels were assigned, and more fundamentally, what errors may have arisen during labeling. And yet, the quality of the labeling process will determine the quality of the results used for analysis. While (...) noise is fairly easy to detect in tagged data, the resulting silence elsewhere is much more insidious, difficult to track down, and therefore potentially more damaging to linguistic analyses. In our study, we compared our manual tagging of Subjunctive Present occurrences in a ten-hour corpus of spoken French with the tagging provided by TreeTagger, TreeTagger-TCOF and Dismo. We'll show that noise in the tagging of the Present tense is the main cause of the high rate of silence in the tagging of the Subjunctive, the confusions being due –as revealed by our exhaustive analysis of the Subjunctive Present forms of the 6500 verbs in the Petit Robert dictionary– to common orthographic forms with the Present tense. Yet the “precision” of taggers is often presented as reaching scores of around 95% (including for spoken French). While “precision” rates here range from 70% to 99%, “recall” rates are much lower: from 44% to 61%. In short, despite its name, the so-called “precision” rate, calculated on all tags, is a poor indicator of the quality of tagging when it comes to a specific label such as SubjPr. (shrink)

Globally, nationally and locally men's violence against women is an endemic social problem and an enduring human rights issue within all societies and cultures. Challenging attitudes that condone violence both at the individual and community level is a key priority in its prevention. This paper brings together findings from two separate studies based on children's and young people's understandings of men's violence against women. Both studies were located in Glasgow, Scotland, and used qualitative methods to explore children's and (...) young people's views of men's violence against women. The two studies, conducted nearly ten years apart, involved children aged 11 and 12 and young people aged 15 to 18. Despite the differences in age and the interval between them, there are remarkable similarities identified within both studies centring around children and young people's normalisation of men's violence against women. This paper presents a discussion of three of the key themes identified from these studies: the construction of men's violence; gender roles and the naturalisation of difference; and the normalisation of men's violence. In both studies the techniques of normalisation were employed by the participants to minimise both the seriousness of the violence and the significance of it to the victims. The findings clearly illustrate the widespread justification of gendered violence by both boys and girls. Thus, while the development and implementation of domestic violence/abuse education programmes need to take into account gender differences, targeting only boys’ attitudes fails to acknowledge an important component in reducing domestic violence/abuse: the internalisation of patriarchal norms by girls and women. (shrink)

The aim of this paper is to present a proposal of implicitness typology. The theoretical model we propose is compliant with neo-Gricean pragmatics and is explicitly designed to cover instances of offensive language on social media. The implicitness framework we propound has been empirically verified by means of a corpus-assisted analysis and computational method of word embeddings (Word2Vec and FastText), which, in principle, have supported the schema explicated here. This taxonomy is potentially applicable to the ontology of offensiveness and, (...) thus, to NLP-based research; in particular, it can be useful for automatic detection of implicit offensive language on social media. (shrink)

In natural language processing (NLP), named entity recognition (NER) and semantic classification are essential tasks. NER is a fundamental task, that identify named entities in text such as people, organizations, and locations. In Legal domain, NER is particularly important due to the variety of named entities that appear in legal documents and are important for legal analysis whereas Semantic classification is the process of giving each sentence in a text a semantic label, such as ”fact,””arguments,” or”judgement”. Both NER and (...) Semantic classi- fication are critical component of many NLP applications such as Knowledge base construction and semantic search. Semantic searching of legal documents is a powerful technique that can be used to quickly find the information that you need. By combining NER and semantic classification, one can identify the key elements of a legal document and search for documents that are related to a particular topic or contain a particular type of information. This paper proposes a novel approach to NER and Semantic classification in legal domain using Long short-term memory (LSTM) model. The proposed approach is evaluated on a corpus of legal text and the result of this study suggest that LSTM models are a promising approach for NER and Semantic classification in legal domain and can be used to improve the performance of semantic searching of legal documents. (shrink)

This article uses Halliday’s (An introduction to functional grammar, Edward Arnold, London, 1994) Systemic Functional Grammar-transitivity system and Anthony’s (AntConc (Version 3.5.8) [Computer Software], Waseda University, Tokyo, 2019. https://www.laurenceanthony.net/software ) antconc for the corpus analysis to illustrate the way the two newspapers namely, Arab News and Tehran Times represent the violence in Yemen. The reason behind choosing Arab News and Tehran Times is that both newspapers belong to two conflicted countries, namely Saudi Arabia and Iran. Undoubtedly, the two newspapers (...) are incompatible regarding the Yemeni violent crisis. Transitivity system focuses on the clause as its unit of analysis. It analyzes the clauses in terms of the processes and participants and the circumstances surrounding the clause (Halliday 1994). Transitivity is crucial for this study since it can be invested ideologically and at the same time it can uncover the hidden ideologies of certain political and media texts. In terms of antconc, concordance is used in the analysis. The selected data are 36 reports from Arab News and 36 reports from Tehran Times. The total of Arab News data is 13,120 words. The total of Tehran Times data is 16,061 words. Based on the results of data analysis, both newspapers invested transitivity and concordance for ideological interests. (shrink)

Feminists have indicated the inadequacies of bioethical debates about human embryonic stem cell research, which have for the most part revolved around concerns about the moral status of the human embryo. Feminists have argued, for instance, that inquiry concerning the ethics and politics of human embryonic stem cell research should consider the relations of social power in which the research is embedded. My argument is that this feminist work on stem cells is itself inadequate, however, insofar as it has not (...) incorporated an analysis of disability into its considerations of the ethical and political issues that surround the phenomena. Thus, I consider claims that disability theorists and anti-disability activists have made about the research. I conclude by indicating that stem cell research must be situated within a cultural matrix that operates in the service of normalisation. (shrink)

This text presents an overview of the bioethical debate on pediatric cochlear implants and pays particular attention to the analysis of the Deaf critique of implantation. It dismisses the idea that Deaf concerns are primarily about the upholding of Deaf culture and sign language. Instead it is argued that Deaf skepticism about child rehabilitation after cochlear surgery is well founded. Many Deaf people have lived experiences as subjects undergoing rehabilitation. It is not the cochlear technology in itself they view (...) as problematic, but rather the subsequent rehabilitation process. Because they themselves have experienced what they describe as harmful effects which relate above all to the idea of normalization, they have articulated worries for the new generations of deaf children in need of rehabilitation following cochlear implant surgery. These insights have attracted little attention, but could represent relevant ethical questions of which both practitioners and researchers in the field of implantation might be aware. (shrink)

This article provides a diachronic analysis of how Europhobic discourses (with particular reference to Brexit) have emerged, consolidated and normalised in the British public sphere (media, institutions and the networked public). Identifying a discursive chain of legitimacy articulated in three interrelated phases (pre-legitimation, institutionalisation and normalisation) this article suggests that the legacy of Brexit can be found in a normalisation of exclusionary discourses which could have also become the rational basis for legitimising further discrimination in a self-reinforcing logic. By (...) taking a diachronic approach, this article makes the case for analysing discriminatory discourses from ‘chained’ and diachronic perspectives to capture social dynamics beyond the normative aspect. (shrink)

In this article, we make the case for corpus-based metonymy analysis and show that many interesting linguistic and statistical questions can only be answered byworking with real texts. To facilitate such studies, we present a method for annotating metonymies in domain- and genre-independent text. We advocate an annotation scheme that builds on regularities in metonymic usage, that takes underspecification in metonymic reference into account, and that is organized hierarchically. We combine previous metonymy classification proposals with insights from a corpus (...) study to present a fullyworked-out annotation scheme for location names, illustrating the previously mentioned principles.We present several experiments measuring annotation agreement and show that the annotation scheme is reliable and has wide coverage. We also provide a gold standard for annotations of this kind consisting of 2,000 annotated occurrences of country names in the British National Corpus.We use the resulting corpus to study metonymy distributions and the factors that influence the choice of literal versus metonymic readings in real texts. (shrink)

Causation is a core feature of human cognition and language. How children learn about intricate causal meanings is yet unresolved. Here, we focus on how children learn verbs that express causation. Such verbs, known as lexical causatives (e.g., break and raise), lack explicit morphosyntactic markers indicating causation, thus requiring that the child generalizes the causal meaning from the context. The language addressed to children presumably plays a crucial role in this learning process. Hence, we tested whether (...) adults adapt their use of lexical causatives to children when talking to them in day-to-day interactions. We analyzed naturalistic longitudinal data from 12 children in the Manchester corpus (spanning from 20 to 36 months of age). To detect semantic generalization, we employed a network approach with semantics learned from cross-situational contexts. Our results show an increasing trend in the expansion of causative semantics, observable in both child speech and child-directed speech. Adults consistently maintain somewhat more intricate causative semantic networks compared to children. However, both groups display evolving patterns. Around 28–30 months of age, children undergo a reduction in the degree of causative generalization, followed by a slightly time-lagged adjustment by adults in their speech directed to children. These findings substantiate adults' adaptation in child-directed speech, extending to semantics. They highlight child-directed speech as a highly adaptive and subconscious teaching tool that facilitates the dynamic processes of language acquisition. (shrink)

This research analyzes global children's literature from the National Council for Social Studies Notable Trade book lists from the past three years. The authors studied primary level texts that were either written by or about people and cultures from outside the United States. Using critical content analysis, the authors identified what aspects of global citizenship these books promote. The authors also analyzed the texts for dangers of representation as presented through various stereotypes or problematic tropes. This research critiques (...) the NCSS Notable Trade book lists to provide social studies educators with guidance in selecting and using international and global children's literature. Findings suggest NCSS recommended trade books promote a Cosmopolitan discourse (Gaudelli, 2009) and a soft approach (Andreotti, 2006) to Global Citizenship Education. We offer both nuanced critiques of specific books as well as guidance for teachers, librarians and organizations for selecting texts. (shrink)

The purposes of this study are twofold. First, it investigates how the digital media discursively react against the use of anabolic-androgenic steroids. Second, it examines how Thailand is portrayed as a venue for steroid holiday among recreational bodybuilders from the Western countries. Adhering to the principle of theoretical triangulation, the study employs two frameworks including Reisigl and Wodak’s discursive strategies and Van Dijk’s ideological structures. The methodology undertaken is a corpus-assisted discourse analysis. The corpus contains 100 articles published on (...) various websites between the period of 2014 and 2019 with the total number of 107,116 words. Main findings indicate that, regarding the first purpose, the media portray AAS as the ‘outgroup’ by employing various negative lexical items while attempting to dilute any claimed benefits. Concerning the second purpose, Thailand is represented as a venue in which AAS are easily available coupled with corrupt dealers and lax regulations. (shrink)

A quantitative analysis of a trans-generational, conversational corpus of Chintang (Tibeto-Burman) speakers with community-wide bilingualism in Nepali (Indo-European) reveals that children show more code-switching into Nepali than older speakers. This confirms earlier proposals in the literature that code-switching in bilingual children decreases when they gain proficiency in their dominant language, especially in vocabulary. Contradicting expectations from other studies, our corpus data also reveal that for adults, multi-word insertions of Nepali into Chintang are just as likely to undergo (...) full syntactic integration as single-word insertions. Speakers of younger generations show less syntactic integration. We propose that this reflects a change between generations, from strongly asymmetrical, Chintang-dominated bilingualism in older generations to more balanced bilingualism where Chintang and Nepali operate as clearly separate systems in younger generations. This change is likely to have been triggered by the increase of Nepali presence over the past few decades. (shrink)

Argumentation mining is an application of natural language processing (NLP) that emerged a few years ago and has recently enjoyed considerable popularity, as demonstrated by a series of international workshops and by a rising number of publications at the major conferences and journals of the field. Its goals are to identify argumentation in text or dialogue; to construct representations of the constellation of claims, supporting and attacking moves (in different levels of detail); and to characterize the patterns of reasoning that (...) appear to license the argumentation. Furthermore, recent work also addresses the difficult tasks of evaluating the persuasiveness and quality of arguments. Some of the linguistic genres that are being studied include legal text, student essays, political discourse and debate, newspaper editorials, scientific writing, and others. The book starts with a discussion of the linguistic perspective, characteristics of argumentative language, and their relationship to certain other notions such as subjectivity. Besides the connection to linguistics, argumentation has for a long time been a topic in Artificial Intelligence, where the focus is on devising adequate representations and reasoning formalisms that capture the properties of argumentative exchange. It is generally very difficult to connect the two realms of reasoning and text analysis, but we are convinced that it should be attempted in the long term, and therefore we also touch upon some fundamentals of reasoning approaches. Then the book turns to its focus, the computational side of mining argumentation in text. We first introduce a number of annotated corpora that have been used in the research. From the NLP perspective, argumentation mining shares subtasks with research fields such as subjectivity and sentiment analysis, semantic relation extraction, and discourse parsing. Therefore, many technical approaches are being borrowed from those (and other) fields. We break argumentation mining into a series of subtasks, starting with the preparatory steps of classifying text as argumentative (or not) and segmenting it into elementary units. Then, central steps are the automatic identification of claims, and finding statements that support or oppose the claim. For certain applications, it is also of interest to compute a full structure of an argumentative constellation of statements. Next, we discuss a few steps that try to 'dig deeper': to infer the underlying reasoning pattern for a textual argument, to reconstruct unstated premises (so-called 'enthymemes'), and to evaluate the quality of the argumentation. We also take a brief look at 'the other side' of mining, i.e., the generation or synthesis of argumentative text. The book finishes with a summary of the argumentation mining tasks, a sketch of potential applications, and a—necessarily subjective—outlook for the field. Table of Contents: Preface / Acknowledgments / Introduction / Argumentative Language / Modeling Arguments / Corpus Annotation / Finding Claims / Finding Supporting and Objecting Statements / Deriving the Structure of Argumentation / Assessing Argumentation / Generating Argumentative Text / Summary and Perspectives / Bibliography / Authors' Biographies / Index. (shrink)

This corpus analysis of linguistic and semantic features in French parliamentary debates concerning online hate speech regulation, highlights tensions between state powers and private rights. Two key themes are identified: first, the _problem of definition_: how such online content is defined in the debates, and second, the _problem of regulation_: how the debates negotiate the supra-jurisdictional and individual jurisdiction issues involved, in regulating both the global online content and the responsibilities of the owners of the platforms who manage the (...) content. For this analysis, the authors created a corpus of French National Assembly Examination Committee discussions and public sessions between July 2019 to January 2020 discussing the _Loi Avia _(Avia Law). The corpus was analysed using quali-quantitative methods. Overall, the study combines a top-down (global) and a bottom-up (local) analysis of the data, applying corpus semantic approaches (Lecolle et al. in Langages 210(2):35–54, 2018; Rastier in The Routledge handbook of semantics, Routledge, pp 507–522, 2015) to contextualize the analysis of the meta-discourse (Hyland in Meta-discourse: exploring interaction in writing, 1st ed. Bloomsbury Academic, Bloomsbury Collections, 2018. https://doi.org/10.5040/9781350063617 ). The analysis highlights the linguistic features revealing the power dynamics inherent within the discourse and counter-discourse of the dominant and opposition political parties respectively. (shrink)

In this well-researched, comprehensive study of J.S. Mill, Professor Habibi argues that the persistent, dominant theme of Mill's life and work was his passionate belief in human improvement and progress. Several Mill scholars recognize this; however, numerous writers overlook his 'growth ethic', and this has led to misunderstandings about his value system. This study defines and establishes the importance of Mill's growth ethic and clears up misinterpretations surrounding his notions of higher and lower pleasures, positive and negative freedom, the status (...) of children, the legitimacy of authority, and support for British colonialism. Drawing from the entire corpus of Mill's writings, as well as the extensive secondary literature, Habibi has written the most focused, sustained analysis of Mill's grand, leading principle. This book will be useful to college students in philosophy and intellectual history as well as specialists in these fields. (shrink)

Taking cognisance of the social and linguistic power of trap music and its song lyrics as crucial avenues for language use in society, this study set out to conduct a corpus-assisted discourse analysis of selected song lyrics of Black Sherif. The study synergised Wmatrix and a socio-cognitive approach to CDA to interpret the song lyrics. The analyses revealed three linguistic strategies: (a) pronouns; (b) Ghanaian Student Pidgin; and (c) metaphors in the song lyrics that served as a means of (...) empowering the youth to survive and strive for success despite social and psychological aggressions in life. Also, the individualistic self-representation in the song lyrics included plural identities of people who share a common experience of struggle, pain, survival, and self-empowerment. Finally, the study highlighted crucial societal issues, such as economic hardship and social injustice, that may otherwise be overlooked or underrepresented in mainstream media or academia. Based on these findings, the study provides recommendations for practice and further research. (shrink)

In the present study it has been examined how children?s creative writing tasks may contribute to teachers? understanding of children?s values. Writings of 300 elementary school children about what they would do if they were the boss of The Netherlands were obtained and seemed to reflect different types of values. Most children were concerned with charity. Also, writings concerned materialist values and socio?political topics, such as human rights, power and tolerance. Analyses of group?specific differences showed girls (...) to write more about charity and health when compared to boys. Children from low socio?economic backgrounds wrote less about environmental issues compared to children from middle and high socio?economic backgrounds. Children from ethnic minority backgrounds who wrote more about obtaining goods for themselves and less about environmental issues than Dutch?origin children. In addition, age differences were found in line with an increase in social and moral development. These differences are discussed in light of differential socialisation practices. (shrink)

This paper examines the suggestion that infinitivaltoomission errors in English-speaking children can result from competition between two constructions (Kirjavainen et al., First Language 29: 313–339, 2009a). Kirjavainen et al. suggested that the acquisition of two (or more) constructions (e.g., WANT-X and WANT-to) for verbs takingto-infinitival complement clauses can lead to infinitivaltoomissions, reflecting the relative frequencies of the constructions in the input. In the present study we analysed 13 English children's corpora to determine whether the presence of a variety (...) of utterance types in the immediate discourse context preceding WANT-to-VP (e.g.,I want to eat it) and erroneous *WANT-zero-VP (e.g., *I want__drink it) constructions was associated with infinitivaltoproduction/omission. This was done separately for the children's own and their interlocutors' discourse utterances. The data show that the occurrence of WANT-toand WANT-X constructions in the prior discourse was associated with differing proportions of infinitivaltoprovision in the WANT-to/zero-VP construction. This together with Kirjavainen et al.'s (First Language 29: 313–339, 2009a) data suggests that children are learning at least two constructions for the verb WANT, that competition contributes to infinitivaltoomissions, and that the strength of competing representations is affected by overall input frequencies and the preceding discourse. (shrink)

This article presents a seven-step corpus-based approach to discourse analysis that starts with a detailed analysis of each individual text in a corpus that can then be generalized across all texts of a corpus, providing a description of typical patterns of discourse organization that hold for the entire corpus. This approach is applied specifically to a methodology that is used to analyze texts in terms of the functional/communicative structures that typically make up texts in a genre: move (...) class='Hi'>analysis. The resulting corpus-based approach for conducting a move analysis significantly enhances the value of this often used methodology, while at the same time providing badly needed guidelines for a methodology that lacks them. A corpus of ‘birthmother letters’ is used to illustrate the approach. (shrink)

This paper presents a phenomenon of colloquial English that we call Contrastive Reduplication (CR), involving the copying of words and sometimes phrases as in It’s tuna salad, not SALAD-salad, or Do you LIKE-HIM-like him? Drawing on a corpus of examples gathered from natural speech, written texts, and television scripts, we show that CR restricts the interpretation of the copied element to a ‘real’ or prototypical reading. Turning to the structural properties of the construction, we show that CR is unusual among (...) reduplication phenomena in that whole idioms can be copied, object pronouns are often copied (as in the second example above), and inflectional morphology need not be copied. Thus the ‘scope’ of CR cannot be defined in purely phonological terms; rather, a combination of phonological, morphosyntactic, syntactic, and lexical factors is involved. We develop an analysis within the parallel architecture framework of Jackendoff (1997, 2002), whereby CR is treated as a lexical item with syntactic and semantic content and reduplicative phonology. We then sketch an alternative analysis, based on current assumptions within the Minimalist Program, which involves movement into a focus-like position with both the head and the tail of the resulting chain spelled out. (shrink)