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Transfer Learning for Singlish Universal Dependencies Parsing and POS Tagging
From Genesis to Creole language: Transfer Learning for Singlish Universal Dependencies Parsing and POS Tagging HONGMIN WANG, University of California Santa Barbara, USA JIE YANG, Singapore University of Technology and Design, Singapore YUE ZHANG, West Lake University, Institute for Advanced Study, China Singlish can be interesting to the computational linguistics community both linguistically as a major low- resource creole based on English, and computationally for information extraction and sentiment analysis of regional social media. In our conference paper, Wang et al. [2017], we investigated part-of-speech (POS) tagging and dependency parsing for Singlish by constructing a treebank under the Universal Dependencies scheme, and successfully used neural stacking models to integrate English syntactic knowledge for boosting Singlish POS tagging and dependency parsing, achieving the state-of-the-art accuracies of 89.50% and 84.47% for Singlish POS tagging and dependency respectively. In this work, we substantially extend Wang et al. [2017] by enlarging the Singlish treebank to more than triple the size and with much more diversity in topics, as well as further exploring neural multi-task models for integrating English syntactic knowledge. Results show that the enlarged treebank has achieved significant relative error reduction of 45.8% and 15.5% on the base model, 27% and 10% on the neural multi-task model, and 21% and 15% on the neural stacking model for POS tagging and dependency parsing respectively. Moreover, the state-of-the-art Singlish POS tagging and dependency parsing accuracies have been improved to 91.16% and 85.57% respectively. We make our treebanks and models available for further research. -
Language Creativity: a Sociolinguistic Reading of Linguistic Change in Lebanon
BAU Journal - Society, Culture and Human Behavior Volume 1 Issue 1 ISSN: 2663-9122 Article 2 August 2019 LANGUAGE CREATIVITY: A SOCIOLINGUISTIC READING OF LINGUISTIC CHANGE IN LEBANON Sawsan Tohme English Department, Faculty of Human Sciences, Beirut Arab University, Lebanon, [email protected] Follow this and additional works at: https://digitalcommons.bau.edu.lb/schbjournal Part of the Architecture Commons, Arts and Humanities Commons, Education Commons, and the Law Commons Recommended Citation Tohme, Sawsan (2019) "LANGUAGE CREATIVITY: A SOCIOLINGUISTIC READING OF LINGUISTIC CHANGE IN LEBANON," BAU Journal - Society, Culture and Human Behavior: Vol. 1 : Iss. 1 , Article 2. Available at: https://digitalcommons.bau.edu.lb/schbjournal/vol1/iss1/2 This Article is brought to you for free and open access by Digital Commons @ BAU. It has been accepted for inclusion in BAU Journal - Society, Culture and Human Behavior by an authorized editor of Digital Commons @ BAU. For more information, please contact [email protected]. LANGUAGE CREATIVITY: A SOCIOLINGUISTIC READING OF LINGUISTIC CHANGE IN LEBANON Abstract Language creativity in incorporated in everyday conversations and language behaviour. It is present in everyday expression although it might sometimes be invisible, looked down on or disdained. Regardless of whether we are in favour of or against this creativity, it is worth being recognised. As far as Lebanon is concerned, Arabic (i.e. Standard Arabic) is the official language, while Lebanese abic,Ar along with English and French, are the main languages used by the Lebanese. This language diversity can be explained in the light of a number of factors and sociolinguistic functions. -
Vowel and Consonant Lessening: a Study of Articulating Reductions
Title: Vowel and Consonant Lessening: A Study of Articulating Reductions and Their Relations to Genders Author name(s): Grace Hui Chin Lin & Paul Shih Chieh Chien General Education Center, China Medical University (Lin) English Department, Changhwa University of Education General Education Center, Taipei Medical University (Chien) Academic Writing Education Center, National Taiwan University Page Number: p. 70-81 Publication date: 2011, Dec. 20 Conference information for conference papers (name, date and location of the conference) : Name : International Conference on Computer Assisted Language Learning in 2011, National Yunlin University of Science and Technology Date: Nov. 5, 2011, Location: Yunlin, Taiwan 69 Vowel and Consonant Lessening: A Study of Articulating Reductions and Their Relations to Genders Grace Hui Chin Lin Paul Shih Chieh Chien ABSTRACT Using English as a global communicating tool makes Taiwanese people have to speak in English in diverse international situations. However, consonants and vowels in English are not all effortless for them to articulate. This phonological reduction study explores concepts about phonological (articulating system) approximation. From Taiwanese folks’ perspectives, it analyzes phonological type, rate, and their associations with 2 genders. This quantitative research discovers Taiwanese people’s vocalization problems and their facilitating solutions by articulating lessening. In other words, this study explains how English emerging as a global language can be adapted and fluently articulated by Taiwanese. It was conducted at National Changhwa University of Education from 2010 fall to 2011 spring, investigating Taiwanese university students’ phonological lessening systems. It reveals how they face the phonetics challenges during interactions and give speeches by ways of phonological lessening. Taiwanese folks’ lessening patterns belong to simplified pronouncing methods, being evolved through Mandarin, Hakka, and Holo phonetic patterns. -
Making Sense of "Bad English"
MAKING SENSE OF “BAD ENGLISH” Why is it that some ways of using English are considered “good” and others are considered “bad”? Why are certain forms of language termed elegant, eloquent, or refined, whereas others are deemed uneducated, coarse, or inappropriate? Making Sense of “Bad English” is an accessible introduction to attitudes and ideologies towards the use of English in different settings around the world. Outlining how perceptions about what constitutes “good” and “bad” English have been shaped, this book shows how these principles are based on social factors rather than linguistic issues and highlights some of the real-life consequences of these perceptions. Features include: • an overview of attitudes towards English and how they came about, as well as real-life consequences and benefits of using “bad” English; • explicit links between different English language systems, including child’s English, English as a lingua franca, African American English, Singlish, and New Delhi English; • examples taken from classic names in the field of sociolinguistics, including Labov, Trudgill, Baugh, and Lambert, as well as rising stars and more recent cutting-edge research; • links to relevant social parallels, including cultural outputs such as holiday myths, to help readers engage in a new way with the notion of Standard English; • supporting online material for students which features worksheets, links to audio and news files, further examples and discussion questions, and background on key issues from the book. Making Sense of “Bad English” provides an engaging and thought-provoking overview of this topic and is essential reading for any student studying sociolinguistics within a global setting. -
Does Singlish Contribute to Singaporean's National Identity
International Journal of Academic Research in Progressive Education and Development Vol. 9 , No. 2, 2020, E-ISSN: 2226-6348 © 2020 HRMARS Does Singlish Contribute to Singaporean’s National Identity, and do Singaporeans Support Formal Recognition of it? Wang Shih Ching To Link this Article: http://dx.doi.org/10.6007/IJARPED/v9-i2/7244 DOI:10.6007/IJARPED/v9-i2/7244 Received: 15 Jan 2020, Revised: 15 Feb 2020, Accepted: 10 Mar 2020 Published Online: 23 Mar 2020 In-Text Citation: (Wang, 2020) To Cite this Article: Wang, S. C. (2020). Does Singlish Contribute to Singaporean’s National Identity, and do Singaporeans Support Formal Recognition of it? International Journal of Academic Research in Progressive Education and Development, 9(2), 96–112. Copyright: © 2020 The Author(s) Published by Human Resource Management Academic Research Society (www.hrmars.com) This article is published under the Creative Commons Attribution (CC BY 4.0) license. Anyone may reproduce, distribute, translate and create derivative works of this article (for both commercial and non-commercial purposes), subject to full attribution to the original publication and authors. The full terms of this license may be seen at: http://creativecommons.org/licences/by/4.0/legalcode Vol. 9(2) 2020, Pg. 96 - 112 http://hrmars.com/index.php/pages/detail/IJARPED JOURNAL HOMEPAGE Full Terms & Conditions of access and use can be found at http://hrmars.com/index.php/pages/detail/publication-ethics 96 International Journal of Academic Research in Progressive Education and Development Vol. 9 , No. 2, 2020, E-ISSN: 2226-6348 © 2020 HRMARS Does Singlish Contribute to Singaporean’s National Identity, and do Singaporeans Support Formal Recognition of it? Wang Shih Ching Research Scholar, Faculty of Social Science, Arts and Humanities, Lincoln University College, Malaysia Abstract ‘Singlish’ is a colloquial form of English that was influenced by other languages used in Singapore, such as Chinese Mandarin, Malay and Tamil. -
1 Introduction
Introduction 1 1 Introduction SILVIA KOUWENBERG AND JOHN VICTOR SINGLER 1 Background That there is a reason – and a need – for The Handbook of Pidgin and Creole Studies in linguistics today comes from the recognition of the challenges that pidgin and creole languages pose for linguistics as a field. At the same time, an assessment of the state of pidgin and creole studies is timely for those who work within it. The questions that drive pidgin and creole studies today revolve around the nature and interaction of the forces that have shaped these languages. These questions are not new; they are what motivated the study of these languages in the first place. However, in recent years insights from other branches of lin- guistics as well as careful sociohistorical studies have moved the field forward. Creole studies has attained this point within linguistics, it can be argued, as a logical progression from three events that occurred half a century ago: • the publication in 1957 of Chomsky’s Syntactic Structures, • the publication four years earlier of Weinreich’s Languages in Contact, and • the convening in 1959 of the first international conference on creole studies at Mona, Jamaica. 1.1 The Chomskyan paradigm The publication of Syntactic Structures – a defining moment in the history of modern linguistics – has, additionally, special relevance for creole studies. The Chomskyan paradigm emphasized the interaction of language and the mind. The structure of the brain for language provides the basis for universals – the properties that characterize and, indeed, define all human language. Further, linguists working within the Chomskyan paradigm sought to understand the nature of the acquisition of language, the way in which the intersection of universal principles with language-particular input resulted in children’s acquisition of language. -
Thai Code-Mixing in Thai Healthmagazines
ENGLISH–THAI CODE-MIXING IN THAI HEALTH MAGAZINES A MASTER’S PROJECT BY WATCHAREE JANHOM Presented in Partial Fulfillment of the Requirements for the Master of Arts Degree in Business English for International Communication at Srinakharinwirot University October 2011 ENGLISH–THAI CODE-MIXING IN THAI HEALTH MAGAZINES A MASTER’S PROJECT BY WATCHAREE JANHOM Presented in Partial Fulfillment of the Requirements for the Master of Arts Degree in Business English for International Communication at Srinakharinwirot University October 2011 Copyright 2011 Srinakharinwirot University ENGLISH–THAI CODE-MIXING IN THAI HEALTH MAGAZINES AN ABSTRACT BY WATCHAREE JANHOM Presented in Partial Fulfillment of the Requirements for the Master of Arts Degree in Business English for International Communication at Srinakharinwirot University October 2011 Copyright 2011 Srinakharinwirot University Watcharee Janhom. (2011) English-Thai Code-Mixing in Thai Health Magazines Master’s Project, M.A. (Business English for International Communication). Bangkok: Graduate School, Srinkharinwirot University. Project Advisor: Assistant Professor Sirinna Boonyasaquan This study aimed to investigate the extent of English-Thai code-mixing and analyze its patterns found in seven Thai health magazines, from the cover page to the back page. Advertisements were not included in the study. The analysis was based on two classification frameworks applied by Ho (2007) and Kannaovakun (2003). Ho’s classification framework comprised letters of the alphabet, short forms, proper nouns, lexical words, phrases, incomplete sentences, and single complete sentences. Meanwhile, Kannaovakun’s classification framework consisted of truncation, hybridization, conversion, semantic shift, reduplication, and word order shift. Based on Ho’s classification framework, the findings showed that the highest occurrence of linguistic pattern of code-mixing was proper nouns (36.27%), followed by lexical words (28.29%), phrases (25.04%), letters of the alphabet (8.27%), short forms (1.05 %) and single full sentences (0.60%), respectively. -
Singlish to English
TO English Singlish In a country like Singapore, where a non-native language is adopted as a native language, the style, vocabulary, grammar, pronunciation, etc. will have its own flavour and even its own unique code of usage, like a grammar. This chapter will focus on specific problems students have when studying English in Singapore. A comparison will be made between standard English and Singlish in terms of structure and form. It should be noted that Singlish and Singapore English are two very different things. A person who speaks Singapore English uses standard grammar and vocabulary but pronounces words the way most Singaporean English speakers do. Singlish, on the other hand, includes the same kind of pronunciation, although Singlish speakers may have a stronger accent in that some sounds are changed or dropped entirely. 1. CAN and the omission of the subject. In Chinese, the verb “can” has different meanings. One means ability (I can speak English) and the other meaning possibility (We can go now) or permission (We can’t smoke here), etc. The biggest difference in these expressions between Chinese and English (and Malay too) is that in Chinese and Malay, “can” is sometimes used without the subject, as it is not necessary when the meaning is understood. Also, in Chinese, a simple question marker “mah” is used to make questions (in Malay, it is necessary only to change intonation for a question). This “mah” cannot be translated into a word in English because we change word order and intonation to make questions. The result is often sentences like these: Can go? This one can? Can? Cannot. -
Kodrah Kristang: the Initiative to Revitalize the Kristang Language in Singapore
Language Documentation & Conservation Special Publication No. 19 Documentation and Maintenance of Contact Languages from South Asia to East Asia ed. by Mário Pinharanda-Nunes & Hugo C. Cardoso, pp.35–121 http:/nflrc.hawaii.edu/ldc/sp19 2 http://hdl.handle.net/10125/24906 Kodrah Kristang: The initiative to revitalize the Kristang language in Singapore Kevin Martens Wong National University of Singapore Abstract Kristang is the critically endangered heritage language of the Portuguese-Eurasian community in Singapore and the wider Malayan region, and is spoken by an estimated less than 100 fluent speakers in Singapore. In Singapore, especially, up to 2015, there was almost no known documentation of Kristang, and a declining awareness of its existence, even among the Portuguese-Eurasian community. However, efforts to revitalize Kristang in Singapore under the auspices of the community-based non-profit, multiracial and intergenerational Kodrah Kristang (‘Awaken, Kristang’) initiative since March 2016 appear to have successfully reinvigorated community and public interest in the language; more than 400 individuals, including heritage speakers, children and many people outside the Portuguese-Eurasian community, have joined ongoing free Kodrah Kristang classes, while another 1,400 participated in the inaugural Kristang Language Festival in May 2017, including Singapore’s Deputy Prime Minister and the Portuguese Ambassador to Singapore. Unique features of the initiative include the initiative and its associated Portuguese-Eurasian community being situated in the highly urbanized setting of Singapore, a relatively low reliance on financial support, visible, if cautious positive interest from the Singapore state, a multiracial orientation and set of aims that embrace and move beyond the language’s original community of mainly Portuguese-Eurasian speakers, and, by design, a multiracial youth-led core team. -
A Brief Descriptive Grammar of Pijal Media Lengua and an Acoustic Vowel Space Analysis of Pijal Media Lengua and Imbabura Quichua
A Brief Descriptive Grammar of Pijal Media Lengua and an Acoustic Vowel Space Analysis of Pijal Media Lengua and Imbabura Quichua by Jesse Stewart A Thesis submitted to the Faculty of Graduate Studies of The University of Manitoba in partial fulfilment of the requirements of the degree of MASTER OF ARTS Department of Linguistics University of Manitoba Winnipeg Copyright © 2011 by Jesse Stewart Abstract This thesis presents an acoustic vowel space analysis of F1 and F2 frequencies from 10 speakers of a newly documented variety of Media Lengua, called Pijal Media Lengua (PML) and 10 speakers of Imbabura Quichua (IQ). This thesis also provides a brief grammatical discription of PML with insights into contrasts and similarities between Spanish, Quichua and other documented varieties of Media Lengua, namely, Salcedo Media Lengua (Muysken 1997) and Angla Media Lengua (Gómez-Rendón 2005). Media Lengua is typically described as a mixed language with a Quichua morphosyntactic structure wherein almost all content words are replaced by their Spanish-derived counterparts through the process of relexification. I use mixed effects models to test Spanish- derived vowels against their Quichua-derived counterparts in PML for statistical significance followed by separate mixed effects models to test Spanish-derived /i/ vs. /e/ and /u/ vs. /o/ for statistical significance. The results of this thesis provide suggestive data for (1) co-existing vowel systems in moderate contact situations such as that of Quichua and (2) moderate evidence for co-exsiting vowel systems in extreme contact situations such as mixed languages. Results also show that (3) PML may be manipulating as many as eight vowels wherein Spanish-derived high vowels and low vowels co-exist as extreme mergers with their Quichua- dervied counterparts, while high vowel and mid vowels co-exist as partial mergers; and (4) IQ may be manipulating as many as six vowels instead of the traditional view of three wherein Spanish-derived high vowels have completely merged with their native Quichua counterparts. -
Chapter 2 Sign Language Types
Chapter 2 Sign language types This chapter defines four different sign language types, based on the infor- mation available in the respective sources. Before introducing the types of sign languages, I first report on the diachronic developments in the field of typological sign language research that gave rise to the distinction of the various sign language types. Sign language research started about five decades ago in the United States of America mainly due to the pioneering work of Stokoe (2005 [1960]), Klima and Bellugi (1979), and Poizner, Klima and Bellugi (1987) on American Sign Language (ASL). Gradually linguists in other countries, mainly in Europe, became interested in sign language research and started analyzing European sign languages e.g. British Sign Language (BSL), Swedish Sign Language (SSL), Sign Language of the Netherlands (NGT) and German Sign Language (DGS). Most of the in-depth linguistic descrip- tions have been based on Western sign languages. Therefore, it has long been assumed that some fundamental levels of linguistic structure, such as spatial morphology and syntax, operate identically in all sign languages. Recent studies, however, have discovered some important variations in spatial organization in some previously unknown sign languages (Washabaugh, 1986; Nyst, 2007; Marsaja, 2008; Padden, Meir, Aronoff, & Sandler, 2010). In the context of growing interest in non-Western sign languages towards the end of the 1990s and more recently, there have been efforts towards developing a typology of sign languages (Zeshan, 2004ab, 2008, 2011b; Schuit, Baker, & Pfau, 2011). Although it has been repeatedly emphasized in the literature that the sign language research still has too little data on sign languages other than those of national deaf communities, based in Western or Asian cultures (Zeshan, 2008). -
Attitudes to Mandarin Chinese Varieties in Singapore
Attitudes to Mandarin Chinese varieties in Singapore Francesco Cavallaro, Mark Fifer Seilhamer, Ho Yen Yee and Ng Bee Chin Nanyang Technological University This study aims to shed light on the attitudes of Chinese Singaporeans and Chinese nationals residing in Singapore to varieties of Mandarin Chinese. 64 Singaporean Chinese and Chinese national participants took matched and verbal-guise tests, evaluating recorded speakers of two varieties of Singapore Mandarin (standard and colloquial) and the variety spoken in the PRC on status and solidarity traits. These evaluations were followed by optional questionnaire items intended to probe for additional more insights into the participants’ atti- tudes and perceptions of one another. Both Singaporean Chinese and Chinese national participants assigned higher status to the PRC’s variety of Mandarin. Attitudes toward the two varieties of Singapore Mandarin, however, varied, with Singaporeans rating the standard variety higher than the colloquial variety on all traits and Chinese nationals favouring the colloquial variety. Interestingly, for all three varieties of Mandarin, solidarity traits were rated higher than status traits by all participants, suggesting that, in Singapore, Mandarin Chinese is now viewed more as a language of solidarity than status. Keywords: language attitudes, matched-guise, Putonghua, Singapore Mandarin, verbal-guise Introduction After explaining that he makes a conscious effort to speak Mandarin Chinese ac- cording to mainland China ‘standard’ pronunciation norms, Singaporean blogger Limpeh recounts an experience he had in a Singapore clothing store: Now the staff in there are very Chinese speaking (or Singlish speaking) – but it is distinctly Singaporean-Mandarin that they speak. One of the standard lines the shop assistants there use is this: “你可以 try!” Yeah, precisely in that combination.