As language technologies have become more sophisticated and prevalent, there have been increasing concerns about bias in natural language processing (NLP). Such work often focuses on the effects of bias instead of sources. In contrast, this paper discusses how normative language assumptions and ideologies influence a range of automated language…

Exploring the longitudinal development of second language (L2) lexical use has been one of the important topics in L2 vocabulary research. One approach to examining longitudinal changes in L2 lexical use is to capture changes in lexical features as found in learner production, such as L2 writing, over time. To further facilitate this approach, the…

This paper explores the applications of pattern grammar and local grammar in English language teaching, focusing specifically on the design of teaching materials. It shows that grammar patterns can be systematically analysed from a local grammar perspective, and further argues that the practice of local grammar analyses helps to raise language…

We examined case-marking variation in heritage Polish, Russian, and Ukrainian. Comparing heritage to homeland Polish and Ukrainian speakers, we found only a few types and a few tokens of systematic distinction between heritage and homeland varieties. A total of 6,291 instances of nouns and pronouns were extracted from transcribed conversations…

This article analyses the styles of English produced by an adult migrant who started to speak the language later in life, and it approaches them from the perspective of quantitative style-shifting and discursive stylization. After defining style and the procedures needed to justify the term "L2," the study describes the focal informant's…

The basic questions that a scholar interested in the study of language asks are concerned with language structure, acquisition, and change. William Labov is a linguist who has deeply influenced the linguistic scene in the past 60 years. It is to Labov's credit that he showed, backed by solid evidence, that the questions concerning language change,…

It is a long-standing and commonly held belief in the United Kingdom and elsewhere that the use of elite forms of language reflects superior intellect and education. Expert opinion from sociolinguistics, however, contends that such a view is the result of middle-class bias and cannot be scientifically justified. In the 1960s and 1970s, such…

While affix ordering often reflects general syntactic or semantic principles, it can also be arbitrary or variable. This article develops a theory of morpheme ordering based on local morphotactic restrictions encoded as weighted bigram constraints. I examine the formal properties of morphotactic systems, including arbitrariness, nontransitivity,…

We use the variationist method to elucidate the expression of future time in English, examining multiple grammaticalization in the same domain ("will" and "going to"). Usage patterns show that the choice of form is not determined by invariant semantic readings such as proximity, certainty, willingness, or intention. Rather, particular instances of…

The central role played by language in mediating school experience and the prestige accorded to standard language varieties within the field of education provide the broad rationale for this paper. This qualitative study, based on a friendship focus-group design, was conducted in two groups of 12-year-old children from contrasting "ideal…

With Chinese native-speaker data as the baseline, this study investigates the use of the morphosyntactic particle DE by learners of Chinese as a second language. The general patterns are as follows: (a) DE tends to be deleted more in informal speech than in formal settings; (b) higher proficiency and longer residence in China--more interactions…

Because many of the forms participating in inherent variability are not attested in the standard language, they are often construed as evidence of change. We test this assumption by confronting the standard, as instantiated by a unique corpus covering five centuries of French grammatical injunctions, with data on the evolution of spontaneous…

This contribution assesses in quantitative terms frequent collocates and major senses of "between" and "through" in the corpus of Cameroonian English (CCE), the corpus of East-African (Kenya and Tanzania) English which is part of the International Corpus of English (ICE) project (ICE-EA), and the London Oslo/Bergen (LOB) corpus…

English has gradually become the lingua franca of medical publications and conferences across Europe, with scholars from "smaller" languages opting for English because of the greater scientific impact and prestige associated with a wide international audience; at the same time, however, this transition has disrupted well-established textual…

An analysis of pronouns in Zapotec languages looks at their behavior across the language family, noting where the languages are alike or different. Seven regional Zapotec variations are used for illustration, including: Isthmus; Yatzachi; Yalalag; Texmelucan; Atepec; Guelavia; and Xanaguia. A major conclusion is that the traditional division of…