Discourse Type Clustering using POS n-gram Profiles and High-Dimensional Embeddings

Abstract: To cluster textual sequence types (discourse types/modes) in French texts, K-means algorithm with high-dimensional embeddings and fuzzy clustering algorithm were applied on clauses whose POS (part-ofspeech) n-gram profiles were previously extracted. Uni-, bi- and trigrams were used on four 19th century French short stories by Maupassant. For high-dimensional embeddings, power transformations on the chi-squared distances between clauses were explored. Preliminary results show that highdimensional embeddings improve the quality of clustering, contrasting the use of bi and trigrams whose performance is disappointing, possibly because of feature space sparsity.

Immigration, security and the public debate on US language policy : a critical discourse analysis of language attitudes in the United States of America

The narrative of the United States is of a "nation of immigrants" in which the language shift patterns of earlier ethnolinguistic groups have tended towards linguistic assimilation through English. In recent years, however, changes in the demographic landscape and language maintenance by non-English speaking immigrants, particularly Hispanics, have been perceived as threats and have led to calls for an official English language policy.This thesis aims to contribute to the study of language policy making from a societal security perspective as expressed in attitudes regarding language and identity originating in the daily interaction between language groups. The focus is on the role of language and American identity in relation to immigration. The study takes an interdisciplinary approach combining language policy studies, security theory, and critical discourse analysis. The material consists of articles collected from four newspapers, namely USA Today, The New York Times, Los Angeles Times, and San Francisco Chronicle between April 2006 and December 2007.Two discourse types are evident from the analysis namely Loyalty and Efficiency. The former is mainly marked by concerns of national identity and contains speech acts of security related to language shift, choice and English for unity. Immigrants are represented as dehumanised, and harmful. Immigration is given as sovereignty-related, racial, and as war. The discourse type of Efficiency is mainly instrumental and contains speech acts of security related to cost, provision of services, health and safety, and social mobility. Immigrants are further represented as a labour resource. These discourse types reflect how the construction of the linguistic 'we' is expected to be maintained. Loyalty is triggered by arguments that the collective identity is threatened and is itself used in reproducing the collective 'we' through hegemonic expressions of monolingualism in the public space and semi-public space. The denigration of immigrants is used as a tool for enhancing societal security through solidarity and as a possible justification for the denial of minority rights. Also, although language acquisition patterns still follow the historical trend of language shift, factors indicating cultural separateness such as the appearance of speech communities or the use of minority languages in the public space and semi-public space have led to manifestations of intolerance. Examples of discrimination and prejudice towards minority groups indicate that the perception of worth of a shared language differs from the actual worth of dominant language acquisition for integration purposes. The study further indicates that the efficient working of the free market by using minority languages to sell services or buy labour is perceived as conflicting with nation-building notions since it may create separately functioning sub-communities with a new cultural capital recognised as legitimate competence. The discourse types mainly represent securitising moves constructing existential threats. The perception of threat and ideas of national belonging are primarily based on a zero-sum notion favouring monolingualism. Further, the identity of the immigrant individual is seen as dynamic and adaptable to assimilationist measures whereas the identity of the state and its members are perceived as static. Also, the study shows that debates concerning language status are linked to extra-linguistic matters. To conclude, policy makers in the US need to consider the relationship between four factors, namely societal security based on collective identity, individual/human security, human rights, and a changing linguistic demography, for proposed language intervention measures to be successful.

Word order in Yiddish narrative discourse

Based on data from spoken narrative discourse in Yiddish, this paper analyses two structures common in Yiddish narrations: The placement of the finite verb in the first position of a declarative sentence, and topicalization.Like German, Yiddish word order is generally centered around a verb-second rule. However, both Yiddish and spoken German show configurations of word order that go against the rule, where the finite verb occupies the first position of the utterance. From a functional-pragmatic point of view, these structures can be said to serve special purposes in the interaction between speaker and listener, sometimes in particular discourse types.Differences and similarities in word order between Yiddish and German enable us to comment on the relationship between these two closely related languages.

Unknown agents in translated political discourse

This article investigates the role of translation and interpreting in political discourse. It illustrates discursive events in the domain of politics and the resulting discourse types, such as jointly produced texts, press conferences and speeches. It shows that methods of Critical Discourse Analysis can be used effectively to reveal translation and interpreting strategies as well as transformations that occur in recontextualisation processes across languages, cultures, and discourse domains, in particular recontextualisation in mass media. It argues that the complexity of translational activities in the field of politics has not yet seen sufficient attention within Translation Studies. The article concludes by outlining a research programme for investigating political discourse in translation. ©2012 John Benjamins Publishing Company.

A corpus-assisted study of the discourse marker well as an indicator of judges' institutional roles in court cases with litigants in person

In this paper, I concentrate on court cases with litigants in person (lay people who act on their own behalf in legal proceedings without a counsel or solicitor) and discuss the challenges of building a corpus of courtroom discourse where it is crucial to distinguish between speakers due to their distinct institutional roles. The corpus incorporates seven sub-corpora of verbatim transcripts from different court cases with litigants in person and comprises over eleven-million tokens. The focus of this paper is on the interplay between the legal and lay discourse types and how judges project their institutional roles through well-initiated turns directed at litigants in person and counsels. As a versatile discourse marker, well provides a good opportunity to explore how judges have to adapt their roles to ensure lay litigants in person receive the necessary support and that their lack of competence does not impede on the fairness of the proceedings. Given the breadth and importance of the topic of litigation in person, I discuss how the tools and approaches of corpus linguistics can be helpful in this multi-disciplinary area where multiple functions and uses of individual linguistic features need to be explored in depth.

Segmentation and Clustering of Textual Sequences: a Typological Approach

The long term goal of this research is to develop a program able to produce an automatic segmentation and categorization of textual sequences into discourse types. In this preliminary contribution, we present the construction of an algorithm which takes a segmented text as input and attempts to produce a categorization of sequences, such as narrative, argumentative, descriptive and so on. Also, this work aims at investigating a possible convergence between the typological approach developed in particular in the field of text and discourse analysis in French by Adam (2008) and Bronckart (1997) and unsupervised statistical learning.

Textual autocorrelation : formalism and illustrations

Abstract Textual autocorrelation is a broad and pervasive concept, referring to the similarity between nearby textual units: lexical repetitions along consecutive sentences, semantic association between neighbouring lexemes, persistence of discourse types (narrative, descriptive, dialogal...) and so on. Textual autocorrelation can also be negative, as illustrated by alternating phonological or morpho-syntactic categories, or the succession of word lengths. This contribution proposes a general Markov formalism for textual navigation, and inspired by spatial statistics. The formalism can express well-known constructs in textual data analysis, such as term-document matrices, references and hyperlinks navigation, (web) information retrieval, and in particular textual autocorrelation, as measured by Moran's I relatively to the exchange matrix associated to neighbourhoods of various possible types. Four case studies (word lengths alternation, lexical repulsion, parts of speech autocorrelation, and semantic autocorrelation) illustrate the theory. In particular, one observes a short-range repulsion between nouns together with a short-range attraction between verbs, both at the lexical and semantic levels. Résumé: Le concept d'autocorrélation textuelle, fort vaste, réfère à la similarité entre unités textuelles voisines: répétitions lexicales entre phrases successives, association sémantique entre lexèmes voisins, persistance du type de discours (narratif, descriptif, dialogal...) et ainsi de suite. L'autocorrélation textuelle peut être également négative, comme l'illustrent l'alternance entre les catégories phonologiques ou morpho-syntaxiques, ou la succession des longueurs de mots. Cette contribution propose un formalisme markovien général pour la navigation textuelle, inspiré par la statistique spatiale. Le formalisme est capable d'exprimer des constructions bien connues en analyse des données textuelles, telles que les matrices termes-documents, les références et la navigation par hyperliens, la recherche documentaire sur internet, et, en particulier, l'autocorélation textuelle, telle que mesurée par le I de Moran relatif à une matrice d'échange associée à des voisinages de différents types possibles. Quatre cas d'étude illustrent la théorie: alternance des longueurs de mots, répulsion lexicale, autocorrélation des catégories morpho-syntaxiques et autocorrélation sémantique. On observe en particulier une répulsion à courte portée entre les noms, ainsi qu'une attraction à courte portée entre les verbes, tant au niveau lexical que sémantique.

Työn ja perheen suhteen sosiaalinen rakentuminen eri ikäisten puheessa

Tämän tutkielman tavoite on selvittää, miten eri ikäiset ihmiset puhuvat työ- ja perhe-elämän yhteensovittamisesta. Tarkoituksena on tuoda esille haastattelujen puheessa vakiintuneita diskursseja, jotka luovat sosiaalista todellisuutta. Aineistona käytetään kandeksaa eräässä Etelä-Karjalan Osuuspankin konttorissa tehtyä teemahaastattelua. Näitä haastatteluja analysoidaan diskurssianalyyttisesti. Haastateltujen puheessa toistuu kandeksan eri diskurssityyppiä: ihannediskurssi, "normaali" -diskurssi, organisaatio joustajana -diskurssi, omatuntodiskurssi, stressidiskurssi, minä päätän -diskurssi, ylitehokkuusdiskurssi sekä ikä ja asenteet -diskurssi.

Lexical phrases in telecommunication blogs: a genre analysis

The study presented in this paper aims to provide a description of telecommunication blogs as a genre. Lexical phrases are analysed in order to reach conclusions regarding the nature of the language in these texts and the extent to which the results obtained are comparable with other written or conversational discourse types. Although the departing hypothesis is that the articles in blogs are basically transactional and their main objective is to transfer information, the conclusions point to interaction as a distinctive characteristic of this type of discourse and also to a more careful organization in the comments to the blogs entries than originally expected. RESUMEN. Este trabajo presenta una descripción de los blogs de Telecomunicación como género. A través del análisis de frases léxicas se llega a conclusiones sobre algunas de las características que definen la lengua que se usa en este tipo de textos y se comparan los resultados obtenidos con otros previos sobre el discurso escrito y el conversacional. Aunque la hipótesis de partida es que los artículos de los blogs son básicamente transaccionales, donde el principal objetivo es transmitir información, los resultados llevan a conclusiones sobre la importancia de la interacción en este tipo de discurso y también apuntan a una mayor organización de la esperable en las entradas de los comentarios al artículo principal del blog.

Escravo moderno em discurso: figuras de ação e ação em discurso nas representações do agir humano

This work has as object of study a social practice: modern slavery of workers in the sugar cane, and aims to present a reflection on maintenance, eradication or modification of this practice. This reflection bases itself upon the concepts of discourse advocated by Critical Discourse Analysis (Fairclough, 2001, 2003, 2006 and Chouliaraki; Fairclough, 1999) associated with Sociodiscursive Interactionism (Bronckart, 1999, 2006, 2008), and the concept of action figures, proposed by Bulea (2010). We follow the five steps outlined in Chouliaraki and Fairclough (1999): a) emphasis on a social problem, b) introduction and discussion of obstacles to tackle the problem, c) considerations concern the problem in practice d) identifying possible ways to past the obstacles, and e) reflection about the analyst role within the problem. In order to achieve step (b) in its discourse materiality axis, it has been identified the thematic content, discourse types, enunciative mechanisms and action figures of testimonials of sugar cane workers and other subjects involved with the problem in the documentaries Bagaço (2006, and Tabuleiro de Cana, Xadrez de Cativeiro (2006). These documentaries bring to the screen a little of sugar cane workers reality within an overexploitation, human rights disrespects and forced work. The analysis of textual/discursive aspects of testimonials has shown the ways in which the (de)construction of the representation of sugar cane action allows understanding of how the problem emerges and how it is rooted in the organization of social life. The general result of this reflection point to the internalization of social practices deep-rooted in evaluations of the sugar cane worker subjective world and from social world values, opinions and rules. The results also show that, in their discourse, workers assume their slavery sometimes consciously, sometimes unconsciously, but only suggest a reaction against the oppression imposed on them because they have internalized and naturalized their enslavement.

Escravo moderno em discurso: figuras de ação e ação em discurso nas representações do agir humano

This work has as object of study a social practice: modern slavery of workers in the sugar cane, and aims to present a reflection on maintenance, eradication or modification of this practice. This reflection bases itself upon the concepts of discourse advocated by Critical Discourse Analysis (Fairclough, 2001, 2003, 2006 and Chouliaraki; Fairclough, 1999) associated with Sociodiscursive Interactionism (Bronckart, 1999, 2006, 2008), and the concept of action figures, proposed by Bulea (2010). We follow the five steps outlined in Chouliaraki and Fairclough (1999): a) emphasis on a social problem, b) introduction and discussion of obstacles to tackle the problem, c) considerations concern the problem in practice d) identifying possible ways to past the obstacles, and e) reflection about the analyst role within the problem. In order to achieve step (b) in its discourse materiality axis, it has been identified the thematic content, discourse types, enunciative mechanisms and action figures of testimonials of sugar cane workers and other subjects involved with the problem in the documentaries Bagaço (2006, and Tabuleiro de Cana, Xadrez de Cativeiro (2006). These documentaries bring to the screen a little of sugar cane workers reality within an overexploitation, human rights disrespects and forced work. The analysis of textual/discursive aspects of testimonials has shown the ways in which the (de)construction of the representation of sugar cane action allows understanding of how the problem emerges and how it is rooted in the organization of social life. The general result of this reflection point to the internalization of social practices deep-rooted in evaluations of the sugar cane worker subjective world and from social world values, opinions and rules. The results also show that, in their discourse, workers assume their slavery sometimes consciously, sometimes unconsciously, but only suggest a reaction against the oppression imposed on them because they have internalized and naturalized their enslavement.

Task Complexity and Variation in L2 Learner’s Oral Discourse

There are many factors which affect the L2 learner’s performance at the levels of phonology, morphology and syntax. Consequently when L2 learners attempt to communicate in the target language, their language production will show systematic variability across the above mentioned linguistic domains. This variation can be attributed to some factors such as interlocutors, topic familiarity, prior knowledge, task condition, planning time and tasks types. This paper reports the results of an on going research investigating the issue of variability attributed to the task type. It is hypothesized that the particular type of task learners are required to perform will result in variation in their performance. Results of the statistical analyses of this study investigating the issue of variation in the performance of twenty L2 learners at the English department of Tabriz University provided evidence in support of the hypothesis that performance of L2 learners show systematic variability attributed to task.

Summarization of specialized discourse: the case of medical articles in Spanish

In this article, we present the current state of our work on a linguistically-motivated model for automatic summarization of medical articles in Spanish. The model takes into account the results of an empirical study which reveals that, on the one hand, domain-specific summarization criteria can often be derived from the summaries of domain specialists, and, on the other hand, adequate summarization strategies must be multidimensional, i.e., cover various types of linguistic clues. We take into account the textual, lexical, discursive, syntactic and communicative dimensions. This is novel in the field of summarization. The experiments carried out so far indicate that our model is suitable to provide high quality summarizations.

Comparing ESL electronic and face-to-face pre-writing conferences and first drafts : discourse, participation, and idea transfer /

This study was a comparative investigation of face-toface (i.e., proximate) and computer-mediated written (i.e., graphic) pre-writing conferences. The participants in this study were advanced English as a second language students. The 2 types of conferences were compared in terms of textual features, participation, and the . degree to which they were on topic. Moreover, drafts written after the 2 types of conferences were compared in terms of textual features, and the degree to which they were related to the conferences. Students produced an equivalent amount of discourse in an equivalent amount of time in the 2 types of conferences. The discourse in graphic conferences displayed greater lexical range, and some evidence suggests that it was less on-topic. Both these results likely occurred because the graphic conferences contained more discourse demonstrating interactive competence. Participation in graphic conferences was found to be as balanced or more balanced among students, and among students and the group leader combined. Overall, the drafts produced after the 2 types of conferences were of equivalent length and topical range, but some evidence suggests that drafts written after proximate conferences were more related to the conferences.

Effects of computer-mediated communication and face-to-face communication on the quantity and quality of discourse produced by English as a second language students /

The effects oftwo types of small-group communication, synchronous computer-mediated and face-to-face, on the quantity and quality of verbal output were con^ared. Quantity was deiSned as the number of turns taken per minute, the number of Analysis-of-Speech units (AS-units) produced per minute, and the number ofwords produced per minute. Quality was defined as the number of words produced per AS-unit. In addition, the interaction of gender and type of communication was explored for any differences that existed in the output produced. Questionnaires were also given to participants to determine attitudes toward computer-mediated and face-to-face communication. Thirty intermediate-level students fi-om the Intensive English Language Program (lELP) at Brock University participated in the study, including 15 females and 15 males. Nonparametric tests, including the Wilcoxon matched-pairs test, Mann-Whitney U test, and Friedman test were used to test for significance at the p < .05 level. No significant differences were found in the effects of computer-mediated and face-to-face communication on the output produced during follow-up speaking sessions. However, the quantity and quality of interaction was significantly higher during face-to-face sessions than computer-mediated sessions. No significant differences were found in the output produced by males and females in these 2 conditions. While participants felt that the use of computer-mediated communication may aid in the development of certain language skills, they generally preferred face-to-face communication. These results differed fi-om previous studies that found a greater quantity and quality of output in addition to a greater equality of interaction produced during computer-mediated sessions in comparison to face-to-face sessions (Kern, 1995; Warschauer, 1996).