Nous examinons ici les schémas lexico-grammaticaux (LG) associés à trois verbes supports (« effectuer », « réaliser », « procéder ») dans deux corpus juridiques comparables (un corpus de directives européennes rédigées en français et leur transposition en France dans les textes de lois). A cette fin, nous utilisons Le Trameur, un logiciel de textométrie qui permet une comparaison systématique des données textuelles en mobilisant plusieurs méthodes statistiques exploratoires : analyse des fréquences par partie, spécificités, segments répétés, co-occurrences, poly-cooccurrences, etc. (...) Le recours à ce type d’outils permet au linguiste d’élaborer des unités de base de son système analytique en suivant un protocole de recherche précis, qui tient compte des indices quantitatifs. Finalement, des distinctions lexico-grammaticales fines entre des lexèmes dont le sémantisme serait trop proche pour une comparaison hors contexte, sont visualisées de façon synthétique au fil du texte, tout en permettant de différentier certaines constructions spécifiques du français « eurolectal » et les éléments du discours technocratique « national ». (shrink)

This article offers a descriptive and analytic view of the different stages leading to the constitution of a corpus that is representative of the issues of climate and energy justice. Overall, the corpus contains over five million words and gathers reports, newsletters and web-pages dealing with the most equitable ways of moving to a low-carbon future in the aim of limiting climate change. It can be divided into six sub-corpora, according to types of discourse communities, and methods of constitution. (...) We begin by presenting the small Do It Yourself (DIY) corpora which were used as a starting point. Three discourse communities were selected to observe possible variation in their treatment of the issue: Non-Governmental Organisations (NGOs), United-Nation institutions, and the Renewable Energy Sector (RES). The sources are selected according to author, date, keywords in title. Using the concordance Antconc and WMatrix software we test the reliability of the corpora for their thematic content, terminology and lexical unit classification. Our first results enable us to confirm variation between the discourse communities. The discrepancy in sizes and the time-consuming nature of the initial DIY corpus constitution lead us to use BootCat to extend them, using keywords from the corpora as seeds to retrieve and download webpages. We thus contrast a more traditional approach to corpus building to web-as-corpus data gathering methods. We compare the results found in the BootCat corpora to test if they are as specific as those in the DIY corpora. This enables us to draw conclusions on the possible uses and advantages of relatively small corpora for the study of specialised discourse. (shrink)

The focus of this paper is two-fold. First, similarities generated from six semantic models were compared to human ratings of paragraph similarity on two datasets—23 World Entertainment News Network paragraphs and 50 ABC newswire paragraphs. Contrary to findings on smaller textual units such as word associations (Griffiths, Tenenbaum, & Steyvers, 2007), our results suggest that when single paragraphs are compared, simple nonreductive models (word overlap and vector space) can provide better similarity estimates than more complex models (LSA, Topic Model, SpNMF, (...) and CSM). Second, various methods of corpus creation were explored to facilitate the semantic models’ similarity estimates. Removing numeric and single characters, and also truncating document length improved performance. Automated construction of smaller Wikipedia-based corpora proved to be very effective, even improving upon the performance of corpora that had been chosen for the domain. Model performance was further improved by augmenting corpora with dataset paragraphs. (shrink)

Cette contribution présente des types de petits corpus très hétérogènes, qui ne sont toujours pas clairement définis : les petits corpus oraux bilingues et plurilingues. Elle envisage d’abord de donner un aperçu de petits corpus et discute l’insécurité terminologique du domaine des corpus bi- et plurilingues. Ensuite, les bases de données de petits corpus bilingues Talkbank, HZSK, Sketchengine et CLAPOTY sont brièvement décrites pour discuter les possibilités de visualisation ainsi que de mise en disposition des données de corpus. Finalement, un (...) exemple concret est présenté : le corpus FM, un petit corpus bilingue français-anglais d’une variété du français canadien, parlée au Manitoba. (shrink)

Topic model is a well proven tool to investigate the semantic content of textual corpora. Yet corpora sometimes include texts in several languages, making it impossible to apply language-specific computational approaches over their entire content. This is the problem we encountered when setting to analyze a philosophy of science corpus spanning over eight decades and including original articles in Dutch, German and French, on top of a large majority of articles in English. To circumvent this multilingual problem, we (...) use machine-translation tools to bulk translate non-English documents into English. Though largely imperfect, especially syntactically, these translations nevertheless provide correctly translated terms and preserve the semantic proximity of documents with respect to one another. To assess the quality of this translation step, we develop a “semantic topology preservation test” that relies on estimating the extent to which document-to-document distances have been preserved during translation. We then conduct an LDA topic-model analysis over the entire corpus of translated and English original texts, and compare it to a topic-model done over the English original texts only. We thereby identify the specific contribution of the translated texts. These studies reveal a more complete picture of main topics that can found in the philosophy of science literature, especially during the early days of the discipline when numerous articles were published in languages other than English. (shrink)

This exploratory research compares the interactive metadiscourse use by native English-speaking English for academic purposes writing teachers in the United Kingdom and their non-native counterparts in the Chinese contexts. The analysis is based on a self-compiled corpus, including two sub-corpora, which were composed of instructor contributions to classroom discourse: eight sessions of EAP lessons from the Chinese context and eight sessions of EAP lessons from the British context. Adopting an interpersonal model of metadiscourse, the two sub-corpora were compared (...) to examine the similarities and differences in their use of interactive metadiscourse. Findings of the comparative analysis reveal that EAP teachers from both contexts rely heavily on transition markers and frame markers to organize their teaching but differ in particular linguistic realizations. This may indicate the impact of a range of factors such as logical preferences, development order of acquisition, discourse community, and speech community on teachers’ interactive metadiscourse strategies. The article concludes with a few implications for metadiscourse research in spoken academic genres. (shrink)

This study compares the coverage of coping strategies and emotions portrayed in news regarding COVID-19 by The New York Times in the U.S. and People’s Daily of China via social media. By employing corpus assisted discourse analysis to scrutinize the text corpora, our study uncovered prominent keywords and themes. Findings indicate that a comprehensive range of themes relating to coping strategies was more common in People’s Daily while a relatively smaller number of themes was apparent in The New York (...) Times. In terms of emotions exhibited in the news coverage, positive emotions such as cheer, gratitude, and good wishes predominated in People’s Daily whereas in The New York Times, negative emotions in the form of fears and anxiety were salient. The differences are explained with reference to the political context intertwined with the news environment and prior experiences in handling epidemics, with practical implications. (shrink)

The aim of this paper is to explore some of the possibilities, advantages and difficulties of corpus-based analyses of semantic and pragmatic aspects of language in one particular field, namely the linguistic expression of emotion concepts. For this purpose, a methodological procedure is proposed and an exemplary analysis of the emotion concept “fear” in English is performed. The procedure combines Kövecses' lexical approach and Stefanowitsch's metaphorical pattern analysis with additional concepts from corpus linguistics such as semantic preference and semantic prosody. (...) The results of the study show that such a corpus-based analysis of emotion words offers several advantages. Firstly, by exploring the surroundings of the search word in a vast amount of text, we are not only able to find evidence of conceptual metaphor and metonymy that structure the emotion concept and of related emotion concepts, but also we can enrich the description of the emotion concept with information from a series of dimensions and add a pragmatic viewpoint by revealing an explicit or implicit evaluation of the emotion. The second advantage offered by a corpus-based approach lies in the possibility of quantifying results, i.e., comparing the frequency, productivity and creative use of individual metaphors and metonymies, which is especially interesting in view of contrastive studies. (shrink)

Traditional methods for deriving property-based representations of concepts from text have focused on either extracting only a subset of possible relation types, such as hyponymy/hypernymy (e.g., car is-a vehicle) or meronymy/metonymy (e.g., car has wheels), or unspecified relations (e.g., car—petrol). We propose a system for the challenging task of automatic, large-scale acquisition of unconstrained, human-like property norms from large text corpora, and discuss the theoretical implications of such a system. We employ syntactic, semantic, and encyclopedic information to guide our (...) extraction, yielding concept-relation-feature triples (e.g., car be fast, car require petrol, car cause pollution), which approximate property-based conceptual representations. Our novel method extracts candidate triples from parsed corpora (Wikipedia and the British National Corpus) using syntactically and grammatically motivated rules, then reweights triples with a linear combination of their frequency and four statistical metrics. We assess our system output in three ways: lexical comparison with norms derived from human-generated property norm data, direct evaluation by four human judges, and a semantic distance comparison with both WordNet similarity data and human-judged concept similarity ratings. Our system offers a viable and performant method of plausible triple extraction: Our lexical comparison shows comparable performance to the current state-of-the-art, while subsequent evaluations exhibit the human-like character of our generated properties. (shrink)

The study of how languages differ in their portrayal of motion events has received much attention since Talmy provided the first detailed account of the phenomenon. Interest has extended from real, or factive motion, to imagined or fictive motion, and from there to metaphorical motion, in which experience in one sensory domain is understood in terms of motion. Studies of metaphorical motion have, however, concentrated so far on a limited number of sensory domains, principally vision, and drawn data from a (...) limited number of textual genres. The aim of this study is to identify the extent to which motion expressions are employed to express organoleptic sensory experiences, that is experiences of taste and smell. Drawing on analytical categories put forward by Talmy in his treatment of Satellite- and Verb-framed languages and on treatments based on Cognitive Metaphor Theory, and particularly the concept of ‘embodiment’, we investigate the variety and complexity of organoleptic Paths evidenced in two self-built corpora of craft beer reviews, one in Spanish, the other in English. We also compare the level of complexity evident in these sensory Path types with those of another, closely related, sensory domain: vision. The study finds, in line with related studies, that English has greater variety and complexity of sensory Paths than Spanish. A more unexpected result is the finding that organoleptic Paths are more varied and complex than visual Paths. This finding, then, may encourage us to reconsider Path complexity differences in sensory domains as a multifactorial issue and not simply as a cognitive-linguistic phenomenon. It is proposed here that external factors such as genre, or specifically, its communicative functions and linguistic constraints, coupled with the unique ‘perceptual landscapes’ created by each sensory modality, may transcend perceived physical boundaries of a Figure’s trajectory. (shrink)

Although Dagur and Alsatian represent two typologically distant language families, they share several similarities: both languages are endangered, do not have a unified spelling system, and have few available digital corpora. Given these challenges, the main aim of this article is to compare the noise in corpora for these languages and its impact on part-of-speech (POS) annotation and tagging. We first discuss what strategies can be used to reduce the noise due to spelling inconsistencies observed during corpus collection, (...) using Dagur as an example. We then observe that the distributions of POS trigrams in the manually annotated Dagur and Alsatian corpora are similar to those of typologically related languages in UD v2.12, laying the foundations for experimenting with zero-shot transfer approaches for automatic POS tagging. We evaluate some simple noise reduction strategies for POS tagging using the example of the Alsatian dialects and relying on their proximity to standard German. The results obtained confirm the important role of linguistic proximity in automatic POS tagging and the effectiveness of the proposed data transformation method. However, they also invite further interpretation of the capacities of multilingual models. (shrink)

The aim of this research is to analyze the political discourse and the language they used in public addresses provided by two former presidents of the United States, specifically, President Barak Obama and President Donald Trump. This research reflects on the material that has been collected for several months which aimed to contribute on the analysis of the corpus, distinctions and similarities, as well as their attitudes towards the public opinion. The objectives of this study are mainly empirical and theoretical. (...) Considering the empirical objectives, this study seeks to explore, identify and categorize the most used words in a political speech according to the categories, form, function and meaning, whereas, the theoretical objectives of this study are to provide a description of the language that is used in major events from well-known politicians when aiming to capture people’s attention. Their rhetorical habits were examined, in every delivery of Mr. Obama’s political speech; his speeches were carefully and well-articulated throughout his 8 year political service in the oval office, portraying him as a kind person. On the other hand, Mr. Trump’s, as a non-politician, more as a businessman, political speeches throughout his campaign and 4 years in the office were very often seen as aggressive, unforeseen, and nonetheless straight to the point. This study covers the linguistic level analysis as well as semantic and pragmatic levels. Initially, the selected corpora were analyzed using the Ant Conc software regarding frequency of usage and then move into detailed analysis. (shrink)

The paper deals with the problem of translating selected insolvency terminology from Polish into English and from English into Polish. The re- search corpora encompassed the Insolvency Act 1986 as amended and Ustawa z dnia 28 lutego 2003. Prawo upadłościowe i naprawcze [the Act on Polish Insolvency and Rehabilitation Law of 28th February 2003 as amended]. The research methods included: the comparison of parallel texts, the method of axiomatisation of the legal linguistic reality, the termino- logical analysis of the (...) corpus material, the concept of adjusting the target text to the communicative needs and requirements of the community of recipients and the techniques of providing equivalents for non-equivalent terminology. The research hypothesis has been so formulated that the parametrisation of legal reality may assist in finding more adequate equivalents and determine differences in meaning of compared source and target language terms, which in turn facilitates the choice of a more adequate technique of providing equivalents for non-equivalent or partially equivalent legal terminology meeting the com- municative needs of translation recipients. The research results revealed that insolvency terminology is highly system-bound and available equivalents may often be misleading for the community of target text recipients. (shrink)

How evaluative are legal texts? Do legal scholars and jurists speak a more descriptive or perhaps a more evaluative language? In this paper, we present the results of a corpus study in which we examined the use of evaluative language in both the legal domain as well as public discourse. For this purpose, we created two corpora. Our legal professional corpus is based on court opinions from the U.S. Courts of Appeals. We compared this professional corpus to a public (...) corpus, which is based on blog discussions on the internet forum Reddit. While many linguistic phenomena can give insights into evaluativity, we investigated the use of a wide selection of evaluative adjectives (more specifically, thick adjectives) to gain a more comprehensive picture of the degree of evaluativity in the legal domain. Our analysis shows that legal professionals use thick terms less evaluatively than laypeople, which suggests that legal texts are less evaluative than ordinary discussions. This result, more generally, supports the philosophical idea that thick concepts may vary in their evaluative intensity. (shrink)

This is a linguistic study of two primary metaphors with the same target-domain concept, “IMPORTANCE IS SIZE” and “IMPORTANCE IS WEIGHT,” in English and Chinese. It is suggested that these two primary metaphors are derived from the OBJECT image schema, abstracted from our embodied, sensorimotor experience, especially our visual and tactile perception, in dealing with physical objects in everyday life. The study focuses on size and weight adjectives in both languages and on linguistic evidence in two areas: their lexicalizations of (...) the importance senses as found in the dictionaries, and their roles in the instantiation of the two primary metaphors in natural discourse as found in the corpora. Our further analysis also shows that the primary metaphors can be manifested without explicit use of size and weight words when relevant conceptual frames in the source, evoked by other words or images, are mapped onto the target domain, thus activating the relevant region of our encyclopedic knowledge and triggering off the primary metaphors in our conceptual system. We also construct a hypothetical mapping scheme for primary metaphors based on the OBJECT image schema, in which OBJECT is mapped onto its target via three of its fundamental dimensions: SIZE, WEIGHT, and SOLIDITY. It is hoped that this mapping scheme will benefit future comparative studies of primary metaphors across languages and cultures in a more systematic way. (shrink)

Our methods of research, duly elaborated hereafter, would benefit from being applied to the realm of the East. For that matter, the examination of Syriac, Armenian, Coptic or Arabic manuscripts does not differ in the least from that of a Greek or Latin manuscript. The rules developed by classical philologists are just as valid for the study of the Maxims of Phtahhotep and the Precepts of Kagemeni…Alphonse Dain (1975), Les Manuscrits (Paris, Les Belles Lettres)One of the objects of a comparative (...) history of the scholarly practices in the West, the Far East, the Arab world and classical antiquity is the role of libraries in the constitution, transmission and transformations of the great textual corpora. To the institutional and social aspects of the politics of social memory should be added the range of intellectual and technical practices which have as their aim the conservation of this inheritance: material conservation and transmission - copying texts, restoring them, transferring them from one medium, one script and one language to another - but also work on the literal level and the meaning, the content and the form. (shrink)

The purpose of this paper is to compare disagreement in two different WhatsApp groups: one for members of the same family, and another for work colleagues. After the analysis, 427 instances of disagreement were identified in the family group, and 161 in the interactions between work colleagues. The most common strategy in both corpora is ‘Giving opposite opinions’. Nevertheless, the rest of the results present very significant dissimilarities, most notably the higher presence of disagreement in the family WhatsApp group. (...) This higher tolerance for disagreement is corroborated by the choice of linguistic strategies made. Whereas the family members tended to give emotional or personal reasons for disagreement, as well as negative comments on the topic, the colleagues preferred to express their disagreement with mitigating expressions and token agreement. Thus, in the corpora studied, the expression of disagreement seems to be less face threatening for family members than for work colleagues. (shrink)

This article deals with English causal subordinate clauses introduced by since or as. Both these markers may convey different meanings according to contextual variations, and can express temporal relations, from which their causal value is derived. The semantic closeness between as and since whenever they express a causal relation makes it necessary to harvest a large number of attested examples in order to compare and contrast them. The recourse to large on-line corpora such as the British National Corpus gives (...) rise to specific practical difficulties, however, especially as far as as is concerned; because of the high frequency of the subordinators in question, one is confronted to thousands of examples, few of which turn out to have a clear causal value in the case of as, hence the recourse to other means in order to make up a large enough corpus of examples.The concept of presupposition is examined, as it has often been argued that causal since subordinates, unlike as subordinates, introduce a presupposed content. But when confronted to a large number of examples, this criterion falls short of accounting for the subtle differences between the two conjunctions. A more theoretical approach is required; thanks to the tools provided by A. Culioli’s Theory of Enunciative and Predicative Operations, it becomes possible to formalise the hypothesis that a since causal relationship is presented as unproblematic and is addressee-oriented, whereas an as causal relationship is felt as unproblematic, and is speaker-oriented.This difference can be felt in the fact that it seems to be easier to find examples of causal as clauses in the press, while the causal use of since is more widespread in general, and does not seem to be specific to a genre in particular. In order to put this impression to the test, I have resorted to the multi-lingual parallel corpus Intercorp. (shrink)

We report on the first stage of a project on the representations of gender in the coverage of the Arab Spring by Western media. We focus on designing comparable corpora to examine Arab women’s depiction in English and German news during the uprisings. The English corpus is composed of reports published by _The Guardian and The New York Times_. The German corpus consists of articles collected from _Der Spiegel, Die Welt_, _Die Zeit, Frankfurter Allgemeine Zeitung,_ and _Süddeutsche Zeitung_. (...) The datasets were processed through Sketch Engine to identify the terms collocating with _women_ in the English corpus and _Frau_ in the German one. Then, the themes reflected by these expressions in the two corpora were compared. The results show that both news media feature two types of topical frames linked to Arab women; one is associated with the uprisings while the other is related to their recurrent stereotypes in Western news discourse. Yet, there are discrepancies between their focus on related issues to each type. Other differences between the two sets of news outlets include intensity of reporting on Arab women and stressing their nationalities. These findings suggest that although Arab women’s negative stereotypes continued to feature in western news discourse during the Arab Spring, new positive images emerged and contributed to changing their depictions in global media. (shrink)

This paper uses Wmatrix to generate semantic tagging to compare corpora of media representations between the American Dream and the Chinese Dream. The USAS tagger is used to assign the semantic field tags to the America Dream Corpus and the Chinese Dream Corpus. The motivation of this study is to replicate the studies using an automated and inclusive method based on semantic tagging. 295–324), and more importantly, to conduct a broad semantic categorization on both national dreams so as to (...) uncover the cultural, social and historical similarities and/or differences. It is found that the cultural difference of the individualistic home and work association of the American Dream versus the collectivistic nation and world attributions of the Chinese Dream. The different historical stage and social-economic contexts are disclosed from the different temporal positions from time category, and the contrastive tags associated with negative representation of the American Dream and positive representation of the Chinese Dream. (shrink)

The present study is a corpus-assisted analysis of discourses on the Catalan movement of independence in the Catalan and Spanish press. A referendum for Catalan independence was held on 1 October 2017 but was not approved by the central Spanish government and was declared illegal. Spanish and Catalan newspapers differed considerably in their treatment and representation of the conflict, which also drew the attention of the international press to Catalonia. My analysis interconnects theoretical perspectives from linguistic critical discourse studies, cognitive (...) linguistics, and media studies. The methodology is based on the analysis of two comparable corpora of journalistic texts. My aim is to identify and compare different features of the semantic prosody of words describing the event of geopolitical separation and the different narratives on this sociopolitical conflict that these prosodies contribute to producing. More specifically, I focus on a selection of keywords, like independence, secession, and sovereignty, that seem to be indicative of different discursive strategies consciously, and possibly unconsciously, chosen by a selection of national Catalan and Spanish newspapers. By carrying out a contrastive analysis of the two corpora, I am able to describe certain similarities, like the similar frequent use of the word independence, and differences, like the more frequent use of the word secession in the Spanish corpus, that indicate different framings of the same event and can be related to different ideological positionings against or in favor of Catalonia’s independence from Spain. (shrink)

Though not as widely studied as the Research Article, the abstract has attracted increasing interest among researchers over last decades. A number of contrastive or comparative studies of abstracts in English and other languages have already been carried out considering mainly the hard sciences and some soft sciences such as linguistics and history, however no cross-cultural analyses have been conducted so far between RA abstracts in English and RA abstracts in French published in the legal field. This paper seeks to (...) investigate genre variation and changes in frame sequences comparatively in English and French RA abstracts from criminology journals. Using a genre analytical approach to qualitative and quantitative data, the paper reports on two comparable corpora, i.e. English and French, of electronically retrieved abstracts from Criminology Journals published in 2014. The two corpora are composed of three journals per language, namely Criminology, Journal of Criminal Justice, Journal of Criminal Law and Criminology for the English corpus, and Champ Pénal, Criminologie, Revue Canadienne de Droit Pénal et Criminologie for the French corpus. The analysis will be carried out following two main steps, i.e. a macro-analysis and a micro-analysis. In the former step, the corpora are compared by the analysis and discussion of the basic IMRD rhetorical move structure for the RA often proposed in the literature and the additional five moves model postulated by Dos Santos with the aim of investigating the linguistic and rhetorical variation in the abstract genre from a cross-cultural perspective. In the latter, we look at frame sequences combining forms of self-mentions and frame markers, i.e. personal patterns, impersonal patterns and locational patterns. Provisional results show that the abstracts under investigation largely follow the international conventions based on the norms established by the English-speaking international academic community. However, variation across the two cultures emerged from the linguistic realizations of framework sequences. Cross-cultural implications are discussed at the close. (shrink)

Differences in language use and structures between signed and spoken languages have often been attributed to so-called language “modality.” Indeed, this is derived from the conception that spoken languages resort to both the oral-aural channel of speech and the visual-kinesic channel of visible bodily action whereas signed languages only resort to the latter. This paper addresses the use of enactment, a depictive communicative strategy whereby language users imitate referents in signed and spoken languages. Reviewing comparative research on enactment, this paper (...) highlights theoretical and methodological shortcomings in prior works. First, a broader set of causal explanations needs to be taken into account when interpreting differences between signing and speaking communities. A more comprehensive conceptual toolbox ensures that differences are not automatically attributed to modality. In particular, less-studied factors of language diversity, like sociolinguistic and cultural ecologies, and how they interact with other factors should be considered. Second, diversity in enactment across signed and spoken languages is shown to be inadequately and insufficiently documented. It is argued that by comparing enactment across more diverse signing and speaking communities and using large, directly comparable corpora, solid analyses can be carried out, enabling a better understanding of how and why different communities use enactment in similar or different ways. (shrink)

We investigate claims about the frequency of "know" made by philosophers. Our investigation has several overlapping aims. First, we aim to show what is required to confirm or disconfirm philosophers’ claims about the comparative frequency of different uses of philosophically interesting expressions. Second, we aim to show how using linguistic corpora as tools for investigating meaning is a productive methodology, in the sense that it yields discoveries about the use of language that philosophers would have overlooked if they remained (...) in their "armchairs of an afternoon", to use J.L. Austin’s phrase. Third, we discuss facts about the meaning of "know" that so far have been ignored in philosophy, with the aim of reorienting discussions of the relevance of ordinary language for philosophical theorizing. (shrink)

Corpus-based word frequencies are one of the most important predictors in language processing tasks. Frequencies based on conversational corpora are shown to better capture the variance in lexical decision tasks compared to traditional corpora. In this study, we show that frequencies computed from social media are currently the best frequency-based estimators of lexical decision reaction times. The results are robust and are still substantial when we control for corpus size.

The comparative study of synchronic occurrences of a particular construction in interactional corpora from different languages can provide a complete understanding of the development of the construction as a response to some basic intimately associated set of interactional moves and cognitive demands. A comparative formal analysis of lists in Spanish and English conversations shows that in both languages the construction has developed a stylized intonation pattern based on the holding of tones by means of lengthening of nuclear syllables, a (...) durable syntactic organization based on parataxis and an almost identical inventory of lexicalized expressions to index the end of the list. A parallel analysis of lists in their interactional contexts shows that in both English and Spanish conversation the formal properties of lists emerge as adaptations to a recurrent set of communicative tasks. The first type of `framing' lists is used for its incremental structure in the negotiation of common background between interlocutors, whereas the second type of `demonstrative' lists is used for its rhetorical structure to provide evidence for a claim and is directed to obtaining agreement. (shrink)

This book reports on the contrastive-semantic investigation of sadness expressions between English and Chinese, based on two monolingual general corpora and a parallel corpus. The exploration adopts a unique theoretical approach which integrates corpus-linguistic theories on meaning (as a social construct, usage and paraphrase) with a corpus-linguistic lexical model. It employs a new complex but workable methodology which combines computational tools with manual examination to tease meaning out of corpus evidence, to compare and contrast lexical items that do not (...) match up neatly between languages. It looks at sadness expressions both within and across languages in terms of three corpus-linguistic structural categories, i.e. colligation, collocation and semantic association/preference, and paraphrase (both explicit and implicit) to capture their subtle nuances of meaning, disclose the culture-specific conceptualisations encoded in them, and highlight their respective cultural distinctiveness of emotion. By presenting multidisciplinary original work, Sadness Expressions in English and Chinese will be of interest to researchers in corpus linguistics, contrastive lexical semantics, psychology, bilingual lexicography and language pedagogy. (shrink)

The digitization of ancient texts and tools for processing written corpora now make it possible to refine linguistic research in long diachrony. The aim of this analysis is to use the Ngram Viewer to study changes in the frequency of blue and its shades (studied through various terms, names of colors, pigments and dyes, e.g. bleu céleste, bleu roi, bleu de Paris, safre) in the French sub-collection of the Google Books corpus, which includes works published between 1500 and 2022. (...) As this study follows on from our previous quantitative research (Kaliska & Gostkowska 2022), we will be able to draw parallels between the results obtained from the corpus and the data obtained from the dictionaries, on the one hand, and to compare them with historical findings, which tell us that blue, so popular today, was once marginalized. (shrink)

Drawing on corpora from West Africa and Iceland, the article presents a fieldwork-based comparative exploration of ‘things that place names do’. Treating toponyms as performative elements of culture, we have observed striking parallels as well as differences in the uses of place names in both regions. Place names communicate spatial orientation; play an important role in the commemoration of people and events; mark claims of possession; support the construction of identity; sacralize landscapes; and voice moral reprimands. They can provide (...) entertainment, by, for instance, inscribing ridicule into the land. They subvert as well as affirm hierarchies and power structures, and even play a role in interethnic conflict. Equally, they can become nuclei of storytelling, providing starting points for the invention of narratives. Showing the range of functions that place names can assume in two very different geographical contexts, the article presents a heuristic illustration of the potential of fieldwork-based approaches for toponomastic research. (shrink)

The paper discusses the problem of translating selected Civil Procedure terminology from Greek into Polish and from Polish into Greek. The research material includes corpora of normative acts and more precisely those, which regulate Civil Procedure of Poland, Greece and the Republic of Cyprus. The research methodology is based on the concept of parameterisation, according to which the legal linguistic reality becomes axiomatic. Then the set of relevant dimensions and parameters is extracted. The set of parameters are a tool (...) where certain information is given: yes/no/none and thus a clear result of comparison between legal system bond terminology can be drawn up. The results of this comparative analysis provide highly regulated and available translation equivalents, which are essential when legal translation is performed within the frame of legal reality. Selected examples of use of these equivalents are given when discussing the results. (shrink)

This paper proposes several recurrent neural network-based models for recognizing requisite and effectuation parts in Legal Texts. Firstly, we propose a modification of BiLSTM-CRF model that allows the use of external features to improve the performance of deep learning models in case large annotated corpora are not available. However, this model can only recognize RE parts which are not overlapped. Secondly, we propose two approaches for recognizing overlapping RE parts including the cascading approach which uses the sequence of BiLSTM-CRF (...) models and the unified model approach with the multilayer BiLSTM-CRF model and the multilayer BiLSTM-MLP-CRF model. Experimental results on two Japan law RRE datasets demonstrated advantages of our proposed models. For the Japanese National Pension Law dataset, our approaches obtained an \ score of 93.27% and exhibited a significant improvement compared to previous approaches. For the Japan Civil Code RRE dataset which is written in English, our approaches produced an \ score of 78.24% in recognizing RE parts that exhibited a significant improvement over strong baselines. In addition, using external features and in-domain pre-trained word embeddings also improved the performance of RRE systems. (shrink)

The first issue of Artificial Intelligence and Law journal was published in 1992. This paper provides commentaries on nine significant papers drawn from the Journal’s second decade. Four of the papers relate to reasoning with legal cases, introducing contextual considerations, predicting outcomes on the basis of natural language descriptions of the cases, comparing different ways of representing cases, and formalising precedential reasoning. One introduces a method of analysing arguments that was to become very widely used in AI and Law, namely (...) argumentation schemes. Two relate to ontologies for the representation of legal concepts and two take advantage of the increasing availability of legal corpora in this decade, to automate document summarisation and for the mining of arguments. (shrink)

One of the main limitations of natural language‐based approaches to meaning is that they do not incorporate multimodal representations the way humans do. In this study, we evaluate how well different kinds of models account for people's representations of both concrete and abstract concepts. The models we compare include unimodal distributional linguistic models as well as multimodal models which combine linguistic with perceptual or affective information. There are two types of linguistic models: those based on text corpora and those (...) derived from word association data. We present two new studies and a reanalysis of a series of previous studies. The studies demonstrate that both visual and affective multimodal models better capture behavior that reflects human representations than unimodal linguistic models. The size of the multimodal advantage depends on the nature of semantic representations involved, and it is especially pronounced for basic‐level concepts that belong to the same superordinate category. Additional visual and affective features improve the accuracy of linguistic models based on text corpora more than those based on word associations; this suggests systematic qualitative differences between what information is encoded in natural language versus what information is reflected in word associations. Altogether, our work presents new evidence that multimodal information is important for capturing both abstract and concrete words and that fully representing word meaning requires more than purely linguistic information. Implications for both embodied and distributional views of semantic representation are discussed. (shrink)

Due to existence of a huge amount of textual data either on the World Wide Web or in textual databases like PubMed, the development of novel automatic keyphrase extraction methods has emerged as one of the key research problems in recent past. Consequently, a number of machine learning techniques, mostly supervised, have been proposed to extract keyphrases from text documents. But, one of the main bottlenecks that hinders the success of such systems is the requirement of annotated corpora for (...) training purpose. In this paper, we propose the design of a deep text mining system to identify keyphrases in text documents that are either unstructured or semi-structured in nature. The novelty of our system lies in its applicability on a single document, instead of demanding a collection of annotated texts for training, to identify keyphrases embedded within it. The proposed system applies parsing techniques to identify candidate phrases. After mapping the original set of candidate phrases into a low-dimensional space using Singular Value Decomposition, the Markov Clustering technique is applied to cluster related sentences together. Finally, considering each cluster as a document, Latent Dirichlet Allocation is applied to identify feasible keyphrases that are presented to users in non-increasing order of their relevance score values. The efficacy of the proposed system is established through experimentation on datasets from two different domains. On comparative evaluation, we found that the proposed system outperforms KEA and KEA that apply the supervised machine learning approach for automatic keyphrase extraction from text documents. (shrink)

Prelinguistic infants must find a way to isolate meaningful chunks from the continuous streams of speech that they hear. BootLex, a new model which uses distributional cues to build a lexicon, demonstrates how much can be accomplished using this single source of information. This conceptually simple probabilistic algorithm achieves significant segmentation results on various kinds of language corpora - English, Japanese, and Spanish; child- and adult-directed speech, and written texts; and several variations in coding structure - and reveals which (...) statistical characteristics of the input have an influence on segmentation performance. BootLex is then compared, quantitatively and qualitatively, with three other groups of computational models of the same infant segmentation process, paying particular attention to functional characteristics of the models and their similarity to human cognition. Commonalities and contrasts among the models are discussed, as well as their implications both for theories of the cognitive problem of segmentation itself, and for the general enterprise of computational cognitive modeling. (shrink)

The article presents a methodological update on the lexical profile of informal spoken English with the emphasis on movies, television programs, and soap operas. The study analyzed Mark Davies’s mega-corpora with data containing approximately 625 million words and employed Paul Nation’s comprehensive and up-to-date British National Corpus/Corpus of Contemporary American English wordlists. Data from the analyses showed that viewers would need a vocabulary knowledge at 3,000 and 5,000 words frequency levels to understand 95 and 98% of the words in (...) scripted dialogs, respectively. Soap operas were found to be less lexically demanding compared to TV programs and movies. Findings are expected to fill in the methodological gaps between vocabulary assessment and vocabulary profiling research. (shrink)

The current study represents an integrated model of explicit and implicit offensive language taxonomy. First, it focuses on a definitional revision and enrichment of the explicit offensive language taxonomy by reviewing the collection of available corpora and comparing tagging schemas applied there. The study relies mainly on the categories originally proposed by Zampieri et al. (2019) in terms of offensive language categorization schemata. After the explanation of semantic differences between particular concepts used in the tagging systems and the analysis (...) of theoretical frameworks, a finite set of classes is presented, which cover aspects of offensive language representation along with linguistically sound explanations (Lewandowska-Tomaszczyk et al. 2021). In the analytic procedure, offensive from non-offensive discourse is first distinguished, with the question of offence Target and the following categorization levels and sublevels. Based on the relevant data generated from Sketch Engine (https://www.sketchengine.eu/ententen-english-corpus/), we propose the concept of offensive language as a superordinate category in our system with a number of hierarchically arranged 17 subcategories. The categories are taxonomically structured into 4 levels and verified with the use of neural-based (lexical) embeddings. Together with a taxonomy of implicit offensive language and its subcategorization levels which has received little scholarly attention until now, the categorization is exemplified in samples of offensive discourses in selected English social media materials, i.e., publicly available 25 web-based hate speech datasets (consult Appendix 1 for a complete list). The offensive category levels (types of offence, targets, etc.) and aspects (offensive language property clusters) as well as the categories of explicitness and implicitness are discussed in the study and the computationally verified integrated explicit and implicit offensive language taxonomy proposed in the study. (shrink)

Disruptions in theory of mind faculties and the ability to relate to an intersubjective reality are widely thought to be crucial to schizophrenic symptomology. This paper applies a cognitive linguistic framework to analyze spontaneous perspective-taking in two corpora of stories told by people with a schizophrenia diagnosis. We elicited natural narrative language use through life story interviews and a guided storytelling task and analyzed the linguistic construal of viewpoint in these stories. For this analysis, we developed a reliable and (...) widely applicable viewpoint model that allows for the categorization and quantification of speakers’ linguistic presentation and navigation of spatiotemporal domains. We found that our participants skillfully presented, navigated and embedded different narrative viewpoints through a variety of linguistic viewpoint devices. They presented complex viewpoints of other people in both the here-and-now of the interaction and the there-and-then of a narrative, and made use of transition markers to demarcate spatiotemporal discourse domains. We found no differences in viewpoint variables when comparing their guided stories to a control group. If problems with intersubjectivity are indeed an essential part of schizophrenia, an explanation of how this group can take on and navigate complex linguistic viewpoints in natural narrative interaction is called for. (shrink)

Much recent work in Cognitive Linguistics and neighbouring disciplines has adopted a so-called usage-based perspective in which generalizations are based on the analysis of authentic usage data provided by computerized corpora. However, the analysis of such data does not always utilize methodological findings from other disciplines to avoid analytical pitfalls and, at the same time, generate robust results. A case in point is the strategy of using corpus frequencies. In this paper, we take up a recently much debated issue (...) from construction grammar concerning the association between verbs and argument-structure constructions, and investigate a construction, the English as-predicative, in order to test the predictive power of different kinds of frequency data against that of a recent, more refined corpus-based approach, the so-called collexeme analysis. To that end, the results of the application of these corpus-based approaches to an analysis of the as predicative are compared with the results of a sentence-completion experiment. Concerning the topic under consideration, collexeme analysis is not only shown to be superior on a variety of theoretical and methodological grounds, it also significantly outperforms frequency as a predictor of subjects’ production preferences. We conclude by pointing out some implications for usage-based approaches. (shrink)

This paper describes ongoing work towards a rich analysis of the social contexts of neologism use in historical corpora, in particular the Corpora of Early English Correspondence, with research questions concerning the innovators, meanings and diffusion of neologisms. To enable this kind of study, we are developing new processes, tools and ways of combining data from different sources, including the Oxford English Dictionary, the Historical Thesaurus, and contemporary published texts. Comparing neologism candidates across these sources is complicated by (...) the large amount of spelling variation. To make the issues tractable, we start from case studies of individual suffixes and people. By developing tools aiding these studies, we build toward more general analyses. Our aim is to develop an open-source environment where information on neologism candidates is gathered from a variety of algorithms and sources, pooled, and presented to a human evaluator for verification and exploration. (shrink)

This study investigates the cultural conceptualization of congratulatory happy events in British English and Turkish and discusses them cross-culturally. A lexical search was carried out in various corpora from the newspaper genre using the verbs congratulate in English and its dictionary counterparts tebrik etmek and kutlamak in Turkish along with their various lexical forms, which not only report the act of congratulating but also perform it. The results of the study showed that there were cultural differences and similarities in (...) the conceptualization of congratulatory happy events. It was found that there were subtle differences between the events of tebrik etmek and kutlamak in the Turkish data and that the Turkish tebrik etmek was closer to congratulating although congratulating events were relatively more restricted. This study contributes to the socio-cultural dimension of congratulating and provides a cross-cultural understanding of congratulatory happy events with implications for foreign language education and intercultural communication. (shrink)

The importance of forests is reflected in the national forest legislation which has been developed and implemented in European countries over recent years. Due to regional and national specificities, forest regulations include culturally immersed terms specific to the described area. The aim of this paper is to analyses the culturally driven legal terms existing in specific legal regulations concerning forestry in Germany, the United Kingdom, the United States of America and Poland, and identify possible ways of translating them. In order (...) to take the interdisciplinary nature of the issue into account, the degree of hybridity of the selected texts will be examined by means of corpus analysis. The methodology applied in the paper uses a comparative approach. Additionally, the authors also resort to the aforementioned corpus analysis, as well as the analysis of comparable texts and the analysis of terminology according to the three categories of equivalence as determined by Šarčević, and the techniques of providing equivalents for non-equivalent or partially equivalent terms as research methods. The material used for analysis comes from selected German, English and Polish legal acts regulating forest management and maintenance that are considered as corpora for the selection of culturally immersed terminology, namely: the Polish Act on Forests of 28th September 1991 [Ustawa z dnia 28 września 1991 r. o lasach], Title 16 U.S. Code Chapter 2—National Forests, Forestry Act 1967, Chapter 10, German Forestry Act 1975 [Gesetz zur Erhaltung des Waldes und zur Förderung der Forstwirtschaft von 1975]. The paper concerns potential problems that could occur in the translation of culturally immersed legal terminology due to the terms’ rigidity and high degree of specificity. The studies presented will allow conclusions to be drawn regarding the possibilities and strategies for translating culturally immersed terms. In addition, the availability of terminological dictionaries for these language pairs will be discussed. (shrink)

Focusing on media discourse and adopting a Critical Discourse Analysis—linguistic and rhetorical—perspective, this paper explores the role of the media in influencing citizens’ behaviour towards the COVID-19 crisis. The paper evaluates the set of potentially persuasive lexical items and emotional implicatures used by two quality newspapers, i.e. The Guardian and El País, to report on the pandemic during the three waves—the periods between the onset and trough of virus contamination—that occurred until March 2021. A representative, ad-hoc, comparable corpus was (...) compiled in English and Spanish comprising the news on the pandemic that appeared in the aforementioned newspapers during the three established time periods. The corpora were uploaded to Sketch Engine, which was used to first detect and analyse different categories of word frequency, and then assign negative or positive polarity. Lexical keyness was secondly analysed to categorize emotional implicatures of control, metaphors, signals of epistemic asymmetry and positive implicatures in order to discern how they become weapons of negative or positive persuasion. The ultimate end of the study was to critically analyse and contrast the lexicon and rhetoric used by these two newspapers during this time period so as to unveil the stance taken by governments and health institutions—voices of authority—to disseminate words of control and persuasion with the aim of exerting influence on the behaviour of citizens in UK and Spain. (shrink)

This article examines the discourses that are used by the British press to represent obesity in its coverage of coronavirus disease 2019 (COVID-19). Obesity is understood to be a risk factor for COVID-19, with people with obesity being more likely to die from the virus. This study adopts a corpus-based approach to Critical Discourse Studies and utilises a novel approach to keyword analysis, based on comparing analysis corpora against two reference corpora in order to yield keywords that are, (...) in this case, characteristic compared to general coverage of both COVID-19 and obesity. It is argued that the context of the pandemic has produced a range of discourses around obesity that are more stigmatising than usual in both the tabloids and the broadsheets, with people with obesity being construed, for example, in especially fatalistic terms and as being responsible for the problems facing the country’s healthcare system. At the same time, the pandemic context also seems to have given rise to some more positive changes to press coverage of obesity, with race-related health disparities receiving more focus than usual and the right-leaning press being more likely to critique the Conservative Government than it usually is, resulting in an arguably more balanced style of reporting. (shrink)

More than a century after the publication of the two main corpora of curse tablets by Richard Wünsch and Auguste Audollent,1 defixiones are now a relatively well-established field of study. New collections, finding lists, and monographs have appeared over the last twenty-five years.2 Still, the relation to the Near Eastern sources, although noticed from the very beginning,3 has never been explored in full. Nor have there been many attempts to use the text on the tablets for investigations that go (...) beyond archaeology, epigraphy, or magic. In this note I would like to emphasise the dependence of Greek and Latin defixiones on older, oriental models, but at the same time show that the curses share some interesting features with the comparatively ‘new’ τέχνη of rhetoric, thus arguing for an interpretation of the magical incantations in the light of rhetorical theory - just as the early history of rhetoric cannot be separated completely from irrational practices and beliefs. (shrink)

This chapter presents two cross-linguistic studies of knowledge-how attributions that compare English and Japanese speakers. The first study investigates the felicity judgements of ordinary people about knowledge-how sentences, where we find a large difference in judgements about the sentences in which a person lacks an ability to perform a certain action but is nevertheless attributed the relevant knowledge of how to perform that action. The second study investigates the frequency of the natural occurrences of knowing-how constructions in English and Japanese (...) through Google search and corpora, where we find virtually no natural occurrence of Japanese knowing-how constructions. These results suggest that the attribution of knowledge-how in Japanese is radically different from the English counterpart in that it neither requires nor is required by the relevant physical ability. We then explore the philosophical implications of these radical differences in the use of knowing-how constructions between English and Japanese speakers for the debate between intellectualism and anti-intellectualism. One such implication is that English “know how” sentences themselves may not delineate a philosophically significant category of knowledge. (shrink)

Conditional constructions (if–then) enable us to express our thoughts about possible states of the world, and they form an important ingredient for our reasoning and argumentative capabilities. Different types and argumentative uses have been distinguished in the literature, but their applicability to actual language use is rarely evaluated. This paper focuses on the reliability of applying classifications of connections between antecedents and consequents of conditionals to discourse, and three issues are identified. First, different accounts produce incompatible results when applied to (...) language data. Second, a discrepancy between theory and data was observed in previous studies, which sometimes discard existing classifications for being detached from actual language use. Finally, language users construct various cognitive relations between clauses of conditionals without being able to rely on overt linguistic features, which poses problems for the annotation of conditionals in argumentation and discourse. This paper addresses these issues by means of comparing theoretical types and actual uses of conditionals, by inspecting the dispersion of types in natural-language corpora, and by conducting an experiment in which the inter-rater reliability of classifications was assessed. The results show that the reliability of classifications of conditionals when applied to language data is low. With respect to the aforementioned issues, different classifications produced incompatible results, a discrepancy between theory and data was indeed observed, and low reliability scores indicated a largely interpretative nature of types of conditionals. Given these results, suggestions for the enhancement of reliability in corpus studies of conditionals and beyond are provided to enhance future classification design. (shrink)

This paper discusses the view that subjectifications are primarily motivated by speakers’ need for self-expression. Approaching the issue from the perspective of animal signalling, we propose that semantic subjectifications are at least equally likely to reflect evaluations and attitudes read into utterances by listeners who attempt to read speakers’ minds. We compare speaker-based and listener-based theories with regard to their predictions, sketch ways in which they can be tested and report findings from first attempts at doing so. First, we report (...) evidence from diachronic corpora. Second, we describe a game-theoretic model that relates listener’s interest in speaker intentions to the average degree of speaker-honesty in a population. Third, we report preliminary results of an experiment in which we tested if listeners were more likely to interpret an utterance as indexing speaker subjectivity when they perceived speakers as more powerful. We conclude that the listener-based hypothesis of subjectification is solid enough to warrant further investigation. (shrink)

The present paper aims to broaden the current understanding of students’ misconception of scientific terminology by identifying the gaps between Arabic and English scientific terminologies and between everyday language and scientific language. The paper compares the polysemy, prototypes, and motivating factors of English energy with those of Arabic طَاقَة (ṭāqa), with more focus on students’ prior knowledge. The study employs Lakoff’s (1987) idealized cognitive models and Rosch’s (1975) prototype theory to reveal the radial members of both categories, i.e., energy and (...) طَاقَة (ṭāqa), and to explain the kinds of cognitive mechanisms that motivate the extension as well as understanding of the meanings of these terms. To this end, the study uses several English and Arabic dictionaries, lexical databases and corpora. This is to explore all the meanings, prototypes and motivating factors of the terms under investigation. The results show that the terms energy and طَاقَة (ṭāqa) overlap in prototypical meanings and motivating factors but differ in less prototypical and peripheral meanings. English and Arabic learners may then face similar issues in learning scientific concepts due to the difference between their pre-existing knowledge and scientific language. (shrink)