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This study investigates the polysemy of the French verb sentir, traditionally studied among perception verbs, from a usage-based perspective through a behavioural profile analysis conducted on a heterogeneous written and spoken corpus. The aim is to assess whether the annotated senses of sentir form a structured distributional structure rather than a simple inventory of discrete lexical meanings. The analysis relies on hierarchical clustering in order to reconstruct distributional proximities among the verb’s different uses. The results show that the senses of sentir are not randomly distributed, but instead display a coherent distributional structure. The most robust finding concerns an opposition between uses involving property or emanation and uses centered on the experiencer’s perception. The analysis also identifies a relatively stable network core in which the sense “to experience an internal bodily state” emerges as the best candidate for a distributional reference point. The study further proposes a topological interpretation distinguishing an internal experiential zone, a modality-specific sensory zone, and a referential periphery, interpreted through several semantic organizational mechanisms, including metaphor, metonymy, specialization, subjectification, and schematization.
English is an important part of the linguistic repertoire of Pakistanis and is used in government, top level judiciary, higher education, business, and the internet. In this Element, we cover brief history, attitudes, a feature description, and uses of English on the internet by Pakistanis. The study of attitudes shows that Pakistanis mostly look outwards for standards and norms. The analysis of various features at phonological, orthographic, lexical, and grammatical levels shows that Pakistani English has distinct features that can be categorised in three ways: contact-induced features (e.g. reduplication), the result of conservativism in the variety (e.g. which vs that relatives), and influenced by American and British English (e.g. spellings). English is also frequently used on platforms like Facebook, Twitter, and Instagram. We conclude that English in Pakistan is well-established and stabilised with evolutionary characteristics of 'nativisation' on Schneider's Dynamic Model.
The Mandarin retained object passive (ROP) poses a unique challenge to linguistic theories by allowing post-verbal object retention. This study combines Cognitive Grammar (CG) with quantitative analysis to examine the component structures of the ROP and their integration into the composite structure NP₁ + bèi + (NP₂) + P + le + NP₃. Findings reveal a prototypicality hierarchy within the predicate core (P), which has multiple phonological manifestations based on a common causative schema: the full instantiation constitutes the core, followed by the action-only instantiation as a secondary extension, and marginal result-only cases. This hierarchy correlates with participant selection, favoring human subjects (NP₁) and body-part objects (NP₃). To clarify the mechanism of object retention in the ROP, this study proposes a dual profile determinance model. This model posits that the passive marker bèi serves as the primary determinant of thematicity, while the RESULT component acts as a secondary determinant of agentivity. Cognitively, the ROP is motivated by the POSSESSOR FOR POSSESSED metonymy. Furthermore, this study explains the absence of the ROP in English and contributes to CG by introducing mixed orientation, in which thematicity and agentivity integrate rather than compete within a finite clause.
Although linguistic complexity is widely used to assess second language (L2) writing proficiency, the linguistic correlates of L2 Spanish writing proficiency remain relatively underexplored. This study addresses this gap by examining how selected lexical, syntactic, and morphological complexity indices predict L2 Spanish learners’ standardized proficiency scores. We analyzed a corpus of 3,034 essays from L2 Spanish learners, utilizing their standardized placement test scores as a continuous measure of proficiency. A multiple linear regression model identified a concise set of complexity indices that effectively predicted proficiency scores, explaining a significant portion of the variance (R2 = .557). Results reveal a clear proficiency-based linguistic profile: advanced writing was significantly predicted by greater phrasal complexity, sustained clausal subordination, and higher lexical sophistication. In contrast, beginners’ writing was characterized by simpler syntactic strategies. These findings provide a robust, empirically derived profile of L2 Spanish writing development, offering valuable implications for pedagogical instruction, assessment rubrics, and automated evaluation tools.
The construction of historical text corpora presents distinctive challenges in terms of metadata curation, annotation practices and long-term accessibility. This article explores how standards-based approaches can enhance the discoverability, interoperability and sustainability of historical linguistic data. Emphasis is placed on aligning corpus design with the FAIR principles (Findable, Accessible, Interoperable, Reusable) (Wilkinson et al. 2016), which are increasingly important for research transparency and cross-platform integration in the digital humanities.
After outlining the conceptual landscape of metadata and annotation in corpus linguistics, the article examines several existing projects that demonstrate the operationalisation of metadata standards across genres and temporal ranges. These include corpora that integrate CMDI profiles for complex resources (Paquot et al. 2024), and others that have transformed legacy metadata into machine-readable formats to facilitate data exchange and semantic enrichment (Fallucchi & De Luca 2020). Key issues addressed include orthographic variation, the limits of automated tagging tools for historical data (Pettersson & Megyesi 2018) and the need to balance standardisation with the preservation of linguistic idiosyncrasies.
The article explores a case study of the MetaLing Corpus, a one-million-token historical corpus of English metalanguage from 1500 to 1700 (Andreani & Russo 2026). Practical constraints and editorial decisions are discussed. A minimalist encoding strategy was adopted following compatibility issues with TEI and Sketch Engine (Kilgarriff et al. 2004; Kilgarriff et al. 2014), resulting in a plain-text corpus linked to metadata managed through Omeka using Dublin Core (Caplan 2003).
This study contributes to ongoing discussions on metadata sustainability, annotation design and best practices for corpus construction in underrepresented linguistic domains. It advocates for adaptable, transparent approaches that foster cross-disciplinary collaboration and position corpora as evolving infrastructures within broader digital ecosystems.
This article applies corpus linguistic methods to legal interpretation to clarify the meaning of the Appointments Clause of the United States (U.S.) Constitution. Our corpus-based linguistic analysis raises doubt about whether the U.S. Supreme Court’s interpretation of this provision is consistent with the way the Constitutional text uses the well-studied construction “such + noun phrase + as.” We use data from the Corpus of Founding Era American English as well as from a large corpus taken from an online resource created by the U.S. National Archives: public and private correspondence, public actions and speeches, government documents, and political writings from 1751 to 1836 relating to James Madison, an important figure in Founding Era America, to investigate how the “such + adjective + noun + as” construction was used in Founding Era American English. Our analysis suggests that the text of the Appointments Clause does not support the approach taken by the Supreme Court over the past 50 years and further suggests that, by using a “such… as” construction as a discretionary qualifier, the constitutional text points toward giving Congress rather than the courts the final say as to whether Congressional approval is required when appointing federal officials.
Umlaut might be morphologized as morphologically or morpholexically conditioned in Germanic languages, depending on whether it is reassociated with a morphological category in general or becomes fossilized in the paradigm cells of specific lexemes. The study focuses on the morphologization of a ∼ e Umlaut among German verb forms, and conducts a quantitative study of Old High German, Middle High German, and Early Modern High German corpora. I first use an entropy-based method to evaluate phonologicality, morphologicality and morpholexicality in the distribution of a ∼ e as the stem vowel and later investigate the mutual influence between Umlaut and the a ∼ e distribution in the main inflectional categories. The results suggest that Umlaut is morphologized in different directions across different categories, depending on the proportion of forms subject to Umlaut in each category.
This chapter introduces the fields in the digital humanities concerned with words, texts, and documents, from textual editing to topic modelling and corpus linguistics.
This chapter sets out the book’s aim: an attempt to map the changing lexicons of Christian expression in the English language from the end of the Middle Ages to the early Victorians. It is thus a contribution to historical theolinguistics, drawing on the one hand on corpus linguistics and, on the other, the history of the many varieties of English Christianity that existed during this period. The methodology to be adopted in the body of the book is then illustrated with reference to two contrasting groups of female writers active in the middle of the seventeenth century, a period of exceptional religious turmoil: Fifth Monarchists and Quakers. The special analytic tools and resources harnessed include the Oxford English Dictionary, Semantic EEBO, Glasgow’s Historical Thesaurus of English, UCREL’s Log-Likelihood Calculator, and Sheffield’s Linguistic DNA. The remainder of the chapter defines notions and addresses issues that will recur later in the book: notions of register and genre, and questions to do with the handling of corpora, and with the structuring of religious ‘communities of practice’.
The analysis of newly or recently emerged grammatical and lexical forms in Colloquial Singapore English is the main objective of this Element. Using corpus, survey, and interview data from different age groups, we shed light on the spread of language change across generations and ethnicities. Existing descriptions of CSE as a high-contact L1 variety of English in the late stages of endonormative stabilisation do not fully capture Singapore's continued multilingual ecology: source languages remain in active use alongside CSE, enabling ongoing cross-linguistic influence. Innovative uses resulting from contact can be observed in apparent and real time. In this volume, we use a range of sources to look at recent changes in the lexicon and grammar of CSE, pointing to a dynamic variety that is difficult to fully capture with existing models of variation. This title is also available as Open Access on Cambridge Core.
Any research question or application relating to language variation and/or use can be approached from a corpus linguistic perspective. The goals of The Cambridge Handbook of English Corpus Linguistics (CHECL) are to survey the breadth of these research questions and applications in relation to the linguistic study of English. The handbook addresses a range of topics, including chapters on lexical variation, grammatical variation, historical change, online language and social media, multimodal corpora, the linguistic description of dialects and registers, and applications to language teaching and translation. In each chapter, authors assess what we have learned from corpus-based investigations to date and provide detailed case studies that illustrate how corpus analyses can be employed for empirical descriptions, documenting surprising patterns of language use that are often unanticipated previously. By bringing together diverse perspectives and cutting-edge research, this volume serves as a comprehensive resource for researchers seeking to understand and apply a corpus-based approach to the study of English.
This chapter provides an overview of multimodal corpora, highlighting their significance in analyzing communication that integrates various modes such as speech, gesture, and gaze. The chapter defines both a mode and a multimodal corpus before introducing key types of multimodal corpora, including video-recorded interactions, corpora of signed languages, and datasets combining text and images. Prominent examples of multimodal corpora such as the ViMELF, FreMIC, and AMI corpora showcase the variety of multimodal corpora that exist and the various techniques employed to construct multimodal corpora. Challenges in constructing and annotating multimodal corpora are discussed, including temporal alignment, manual annotation efforts, and data-sharing limitations due to privacy concerns. The chapter emphasizes the importance of tailoring multimodal corpora to specific research questions while acknowledging the trade-offs of specialization. Advancements in technology, such as automated tagging and collaborative tools, are proposed as potential solutions to enhance accessibility and interoperability. A case study on turn management in virtual meetings illustrates the application of multimodal analysis, offering insights into how participants request and allocate turns in mediated contexts. The chapter serves as a guide for researchers navigating the methodological complexities of multimodal corpus-based studies.
This chapter examines applications of corpus linguistics in language teaching and learning. It opens with the main stakeholders – for developers upstream and for teachers in and out of class. The main focus is on learners who can interact more or less directly with corpus tools and techniques in what has come to be known as data-driven learning (DDL). Following a chronology of DDL research, it then discusses various syntheses to see what they can tell us about the approach, and meta-analyses for a quantitative understanding of what it can bring. Though the overall picture is generally positive, the overview allows a critical step back on a number of issues to date concerning both primary and secondary research. It suggests leads for future studies, in terms of under-researched areas as well as improvements needed in methodologies. It concludes with a word on generative AI and its possible impact as a disruptive technology in this area.
This chapter examines corpus-based research on intonation and prosodic features, focusing on tune patterns, f0 range, intonational phrasing, and speech rate, alongside tools, annotation systems, and corpus linguistic methods. It highlights multidimensional analysis (MDA; Biber, 1988) and the integration of linguistic and extra-linguistic factors (e.g., gender, speaking style; Gut, 2009; Staples & Puga, 2022; McClellan, 2024), addressing challenges and solutions in these areas. To illustrate research in this area, the case study using Staples and Puga’s (2022) data demonstrates the integration of prosody, fluency, and lexico-grammatical features via MDA, offering insights into functional language use among L1 and L2 English speakers. Data from the LINDSEI and LOCNEC corpora, comprising 259 files from diverse L1 and L2 groups, were analyzed. Results revealed significant differences in fluency, prosodic patterns, and discourse functions. Dimension 1 (D1) showed L1 speakers produced more fluent, informational speech, while L2 groups exhibited simplified, less fluent discourse, highlighting the need to incorporate informational language choices into spoken discourse instruction. Gender also influenced D1 scores: male speakers spoke faster and used fewer high-ending tunes. Findings emphasize distinctions across gender and linguistic groups, advocating for advanced methods that integrate linguistic and social variables to enhance language proficiency assessment and teaching.
This chapter discusses corpus linguistic work that investigates change in grammatical phenomena, such as word order patterns, complementation, clause linkage, pronoun systems, or markers of tense, aspect, and modality. The focus is on English grammar, but the main points are applicable to grammatical change in other languages as well. The chapter has two parts. The first part is a selective overview of diachronic studies with different subject matters and theoretical backgrounds in the area of corpus-based work on grammatical change. The overview addresses four core questions:• What grammatical phenomena have been studied?• What corpus-based measures and methods have been used in the process?• Which types of grammatical change are highly amenable to corpus analysis, and which ones less so?• What empirical and theoretical results have emerged?The second part of the chapter offers a detailed report on a diachronic corpus study addressing the English derivational suffix -ment. The study illustrates how corpus-based analysis can reveal the life cycle of a word-formation process. Discussion of the new formations that are typical for different historical stages yields a new perspective on productivity not as a one-dimensional quantitative measure but as a grammatical characteristic shaped over time by structure, meaning, and frequency alike.
This study examines how Uniform Information Density and the lexical verb position, predicting valency knowledge and disambiguation, influence the order of nominal dative and accusative objects in German from the fifteenth to twentieth century using corpus data and regression analysis. As a measure of sentence uniformity, DORM (Deviation of the Rolling Mean, Cuskley et al. 2021) is applied on unigram lemma surprisal values of each clause containing dative and accusative objects. The verb position is determined using the POS-information from the corpora. Further factors included in the analysis are the givenness status of the two objects, their length difference, and the period in which the texts were published.
In historical data and with uneven information profiles, Acc>Dat is expectedly more frequent in SVO while Dat>Acc is more common in SOV. In modern German, Dat>Acc is dominant independent of the verb position with uneven information profiles. The known influence of givenness is also attested. A balance between the frequency of grammatical construction and the lexical uniformity of the information profile can explain the results.*
Light-verb constructions (LVCs) in English, that is, combinations such as HAVE a chat or TAKE a walk, have been discussed from various angles. Historically, LVCs are a rather young lexico-grammatical structure catalysed by the increasing prominence of conversion as a word formation process. Functionally, LVCs are associated with informal, colloquial contexts of language use. Further, LVCs occur with varying frequencies across different varieties of English. Yet, reliable multifactorial explorations of LVCs – particularly in contrast to simplex verbs as their structural alternants – are still rare. The present study examines LVCs in Sri Lankan English (SLE), a localised second-language variety in South Asia. The analysis reveals that the phonological principles of rhythm and segment alternation, which have so far not been explored in the choice between LVCs and simplex verbs, are of central importance. SLE speakers prefer LVCs when they adhere more consistently to rules of rhythm and segment alternation than the alternative simplex verbs. Also sociobiographic factors – particularly ethnicity and the language spoken at home – matter for the alternation in the Sri Lankan context.
This chapter starts out from the serendipitous observation of patterns where look forward to is complemented not by a verbal -ing form (as would be expected by standard grammars) but by a plain infinitive, as in I’m looking forward to meet you. It investigates the spread and frequency of this construction in a wide range of corpora, some of which also allow a diachronic comparison, and considers several potentially conditioning factors. Grammatically, this pattern can be explained as a case of reanalysis in the process of structural transmission, showcasing structural simplification that may characterise second-language acquisition. The form to, the final element in the phrasal-prepositional verb under discussion, is reinterpreted as a homonymic but functionally different form, the to infinitive marker. The results clearly support the hypothesis that the ’look forward to + plain infinitive’ pattern constitutes more than mere performance errors and appears to represent an ’embryonic’ manifestation of an incipient change, with a strong focus in Asian Englishes, and possibly with Indian English as an epicentre, although the trend may have been reversed recently in formal registers.
Religious texts played a central role in the historical development of English. Harnessing corpus linguistic techniques, historical pragmatics, and the history of the English church, this book interrogates the keywords that have dominated English religious expression from the end of the medieval period to the eve of the Darwinian age. Exploring a number of historical religious works from the late medieval period to the nineteenth century, it shows how changes in the deployment of key words reflected their evolving socio-cultural functions, and how their usage subsequently moved beyond religious texts to shape contemporary literary and political works. It includes numerous case-studies involving prophetic women, pamphleteers, preachers and philosophers, alongside prominent theologians, literary authors and other well-known figures. Offering new insights into the growing cross-disciplinary enterprise of theolinguistics in an engaging and accessible way, this study is essential reading for both English historical linguists and historians of English Christianity.
The study of English usage has to take account of changes in grammar, word choice and nuances of communication. In recent decades, developments in linguistic methodologies have catalysed modifications In our approach to linguistic variation, with perspectives changing from a primarily prescriptive to a more descriptive approach. Bringing together contributions from a team of distinguished scholars, this book explores sociolinguistic and structural dimensions of variability in English usage through new research and methods such as corpora and survey instruments. It embraces the variety and diversity of English usage, exploring global attitudes towards language, including examples from countries where English is either a first language, such as Australia and Britain, to second language users from China, South Africa and beyond. Variability is investigated across both a number of media and registers, while lively and engaging discourse is used to introduce the global language landscape to anyone interested in this fascinating field.