A CLOSE LOOK AT BILINGUALISM RESEARCH IN ASIA

Asia is a ‘homeland’ for bilingualism research in regards to its diversity. It is considered as a vivid research site where there is significant growth of academic areas of exploration. Yet, there are very few scientific attempts to map bilingualism research in an Asian context so far. Thus, I bring the idea of mapping previous works through this literature study by specifically scrutinizing (a) bilingualism research in Southeast Asia, (b) bilingualism research in other parts of Asia, and (c) lessons to learn as a stepping stone to define the future of Indonesian bilingualism. The general data mapping I have explored includes Southeast Asian countries (Malaysia, Singapore, Indonesia, Thailand, and Vietnam) and other parts of Asia (China, India, Israel, and Kazakhstan. The findings from the 33 previous works can be considered as empirical evidence that I will use to portray the research trends in Asia’s bilingualism. The trends show that 19 (55%) works have approached bilingual data from sociolinguistics perspective, whereas the other 14 (45%) have framed their analysis under psycholinguistic approach. Based on the methodological concerns from these works, I propose two major areas of exploration: Family Language Policy (FLP) and trilingual acquisition. FLP in Indonesian is a promising ground, as it brings together issues in language maintenance and shift that instigate a wider aspect of investigation; these aspects include bilingual language dominance, cross language influence, and so forth. Trilingual acquisition, the situation most Indonesian children are growing with, has a potentially significant impact on education, especially where a language curriculum is carefully planned and implemented. In conclusion, this mapping will hopefully shed a light on how bilingualism has academically been very appealing and will continue to fascinate more researchers

It’s Not Brain Science… Or Is It? How Early Second Language Learning Can Impact Future Achievement

Capstone paper from 2015 spring MPA program. Instructed by Allen Zagoren.We live in a global economy, yet U.S. citizens lag far behind in the knowledge of other countries’ languages, cultures, customs, geographies and peoples. Equipping the next generation with foreign language skills as well as knowledge of other cultures and customs will not only provide increased career opportunities for individuals but also aid in the future success of the U.S. economy. The U.S. educational system does not stress the learning of language beyond English: K-12 curriculum is rigidly mandated, budgets are tight, class time and teacher training is limited, and language programs are often among the first to be cut during budget crises. There is a time period when a child’s brain is developing and most receptive to learning, and that is early childhood. If the seed were planted in a child before he/she enters kindergarten to learn the basics of a foreign language and culture, perhaps that knowledge could be nourished throughout the rest of their lives, preparing those children to embrace cultural differences, live and compete more successfully in an evolving and diverse world, and be better equipped for later education. Besides examining the current state of foreign language education in the U.S. and how learning occurs, the benefits of foreign language learning in relation to business and human relations are examined in this paper. Multiple solutions to solving the foreign language deficit are mentioned including a proposal for an early-learning language program

CAPT를 위한 발음 변이 분석 및 CycleGAN 기반 피드백 생성

학위논문(박사)--서울대학교 대학원 :인문대학 협동과정 인지과학전공,2020. 2. 정민화.Despite the growing popularity in learning Korean as a foreign language and the rapid development in language learning applications, the existing computer-assisted pronunciation training (CAPT) systems in Korean do not utilize linguistic characteristics of non-native Korean speech. Pronunciation variations in non-native speech are far more diverse than those observed in native speech, which may pose a difficulty in combining such knowledge in an automatic system. Moreover, most of the existing methods rely on feature extraction results from signal processing, prosodic analysis, and natural language processing techniques. Such methods entail limitations since they necessarily depend on finding the right features for the task and the extraction accuracies. This thesis presents a new approach for corrective feedback generation in a CAPT system, in which pronunciation variation patterns and linguistic correlates with accentedness are analyzed and combined with a deep neural network approach, so that feature engineering efforts are minimized while maintaining the linguistically important factors for the corrective feedback generation task. Investigations on non-native Korean speech characteristics in contrast with those of native speakers, and their correlation with accentedness judgement show that both segmental and prosodic variations are important factors in a Korean CAPT system. The present thesis argues that the feedback generation task can be interpreted as a style transfer problem, and proposes to evaluate the idea using generative adversarial network. A corrective feedback generation model is trained on 65,100 read utterances by 217 non-native speakers of 27 mother tongue backgrounds. The features are automatically learnt in an unsupervised way in an auxiliary classifier CycleGAN setting, in which the generator learns to map a foreign accented speech to native speech distributions. In order to inject linguistic knowledge into the network, an auxiliary classifier is trained so that the feedback also identifies the linguistic error types that were defined in the first half of the thesis. The proposed approach generates a corrected version the speech using the learners own voice, outperforming the conventional Pitch-Synchronous Overlap-and-Add method.외국어로서의 한국어 교육에 대한 관심이 고조되어 한국어 학습자의 수가 크게 증가하고 있으며, 음성언어처리 기술을 적용한 컴퓨터 기반 발음 교육(Computer-Assisted Pronunciation Training; CAPT) 어플리케이션에 대한 연구 또한 적극적으로 이루어지고 있다. 그럼에도 불구하고 현존하는 한국어 말하기 교육 시스템은 외국인의 한국어에 대한 언어학적 특징을 충분히 활용하지 않고 있으며, 최신 언어처리 기술 또한 적용되지 않고 있는 실정이다. 가능한 원인으로써는 외국인 발화 한국어 현상에 대한 분석이 충분하게 이루어지지 않았다는 점, 그리고 관련 연구가 있어도 이를 자동화된 시스템에 반영하기에는 고도화된 연구가 필요하다는 점이 있다. 뿐만 아니라 CAPT 기술 전반적으로는 신호처리, 운율 분석, 자연어처리 기법과 같은 특징 추출에 의존하고 있어서 적합한 특징을 찾고 이를 정확하게 추출하는 데에 많은 시간과 노력이 필요한 실정이다. 이는 최신 딥러닝 기반 언어처리 기술을 활용함으로써 이 과정 또한 발전의 여지가 많다는 바를 시사한다. 따라서 본 연구는 먼저 CAPT 시스템 개발에 있어 발음 변이 양상과 언어학적 상관관계를 분석하였다. 외국인 화자들의 낭독체 변이 양상과 한국어 원어민 화자들의 낭독체 변이 양상을 대조하고 주요한 변이를 확인한 후, 상관관계 분석을 통하여 의사소통에 영향을 미치는 중요도를 파악하였다. 그 결과, 종성 삭제와 3중 대립의 혼동, 초분절 관련 오류가 발생할 경우 피드백 생성에 우선적으로 반영하는 것이 필요하다는 것이 확인되었다. 교정된 피드백을 자동으로 생성하는 것은 CAPT 시스템의 중요한 과제 중 하나이다. 본 연구는 이 과제가 발화의 스타일 변화의 문제로 해석이 가능하다고 보았으며, 생성적 적대 신경망 (Cycle-consistent Generative Adversarial Network; CycleGAN) 구조에서 모델링하는 것을 제안하였다. GAN 네트워크의 생성모델은 비원어민 발화의 분포와 원어민 발화 분포의 매핑을 학습하며, Cycle consistency 손실함수를 사용함으로써 발화간 전반적인 구조를 유지함과 동시에 과도한 교정을 방지하였다. 별도의 특징 추출 과정이 없이 필요한 특징들이 CycleGAN 프레임워크에서 무감독 방법으로 스스로 학습되는 방법으로, 언어 확장이 용이한 방법이다. 언어학적 분석에서 드러난 주요한 변이들 간의 우선순위는 Auxiliary Classifier CycleGAN 구조에서 모델링하는 것을 제안하였다. 이 방법은 기존의 CycleGAN에 지식을 접목시켜 피드백 음성을 생성함과 동시에 해당 피드백이 어떤 유형의 오류인지 분류하는 문제를 수행한다. 이는 도메인 지식이 교정 피드백 생성 단계까지 유지되고 통제가 가능하다는 장점이 있다는 데에 그 의의가 있다. 본 연구에서 제안한 방법을 평가하기 위해서 27개의 모국어를 갖는 217명의 유의미 어휘 발화 65,100개로 피드백 자동 생성 모델을 훈련하고, 개선 여부 및 정도에 대한 지각 평가를 수행하였다. 제안된 방법을 사용하였을 때 학습자 본인의 목소리를 유지한 채 교정된 발음으로 변환하는 것이 가능하며, 전통적인 방법인 음높이 동기식 중첩가산 (Pitch-Synchronous Overlap-and-Add) 알고리즘을 사용하는 방법에 비해 상대 개선률 16.67%이 확인되었다.Chapter 1. Introduction 1 1.1. Motivation 1 1.1.1. An Overview of CAPT Systems 3 1.1.2. Survey of existing Korean CAPT Systems 5 1.2. Problem Statement 7 1.3. Thesis Structure 7 Chapter 2. Pronunciation Analysis of Korean Produced by Chinese 9 2.1. Comparison between Korean and Chinese 11 2.1.1. Phonetic and Syllable Structure Comparisons 11 2.1.2. Phonological Comparisons 14 2.2. Related Works 16 2.3. Proposed Analysis Method 19 2.3.1. Corpus 19 2.3.2. Transcribers and Agreement Rates 22 2.4. Salient Pronunciation Variations 22 2.4.1. Segmental Variation Patterns 22 2.4.1.1. Discussions 25 2.4.2. Phonological Variation Patterns 26 2.4.1.2. Discussions 27 2.5. Summary 29 Chapter 3. Correlation Analysis of Pronunciation Variations and Human Evaluation 30 3.1. Related Works 31 3.1.1. Criteria used in L2 Speech 31 3.1.2. Criteria used in L2 Korean Speech 32 3.2. Proposed Human Evaluation Method 36 3.2.1. Reading Prompt Design 36 3.2.2. Evaluation Criteria Design 37 3.2.3. Raters and Agreement Rates 40 3.3. Linguistic Factors Affecting L2 Korean Accentedness 41 3.3.1. Pearsons Correlation Analysis 41 3.3.2. Discussions 42 3.3.3. Implications for Automatic Feedback Generation 44 3.4. Summary 45 Chapter 4. Corrective Feedback Generation for CAPT 46 4.1. Related Works 46 4.1.1. Prosody Transplantation 47 4.1.2. Recent Speech Conversion Methods 49 4.1.3. Evaluation of Corrective Feedback 50 4.2. Proposed Method: Corrective Feedback as a Style Transfer 51 4.2.1. Speech Analysis at Spectral Domain 53 4.2.2. Self-imitative Learning 55 4.2.3. An Analogy: CAPT System and GAN Architecture 57 4.3. Generative Adversarial Networks 59 4.3.1. Conditional GAN 61 4.3.2. CycleGAN 62 4.4. Experiment 63 4.4.1. Corpus 64 4.4.2. Baseline Implementation 65 4.4.3. Adversarial Training Implementation 65 4.4.4. Spectrogram-to-Spectrogram Training 66 4.5. Results and Evaluation 69 4.5.1. Spectrogram Generation Results 69 4.5.2. Perceptual Evaluation 70 4.5.3. Discussions 72 4.6. Summary 74 Chapter 5. Integration of Linguistic Knowledge in an Auxiliary Classifier CycleGAN for Feedback Generation 75 5.1. Linguistic Class Selection 75 5.2. Auxiliary Classifier CycleGAN Design 77 5.3. Experiment and Results 80 5.3.1. Corpus 80 5.3.2. Feature Annotations 81 5.3.3. Experiment Setup 81 5.3.4. Results 82 5.4. Summary 84 Chapter 6. Conclusion 86 6.1. Thesis Results 86 6.2. Thesis Contributions 88 6.3. Recommendations for Future Work 89 Bibliography 91 Appendix 107 Abstract in Korean 117 Acknowledgments 120Docto

Emergent Literacy and Early Reading Skills in Chinese-Mandarin: Evidence from Kindergarten and First-Grade Children

The development of emergent literacy, a precursor to formal reading, has been linked to subsequent conventional literacy skills in Chinese children. The factors important for acquiring Chinese reading skills, such as phonological and morphological awareness, have primarily been studied in primary school children rather than preschoolers. The complete picture of factors contributing to early reading skills in Mandarin-speaking Chinese preschool children remains unclear. Objectives: The aim of this study was to explore emergent literacy and early reading skills in preschool and early school-aged children and investigate the connections between them to address gaps in existing literature. Methodology: A cross-sectional design was used to collect data from a sample of 66 children, including 35 in their second year of kindergarten and 31 first-grade children. Assessments were conducted on phonological awareness (syllable deletion), morphological awareness (lexical compounding, homophone judgment, and homophone generation), orthographic awareness (character judgment), vocabulary, and rapid automatized naming (RAN) of numbers. Reading outcomes were measured by character naming and word recognition. Results: The MANOVA findings showed a significant grade group effect on all measures, except for RAN accuracy. Specifically,first-grade children outperformed second-year kindergarten children in syllable deletion, lexical compounding, homophone generation, homophone judgment, character judgment, and vocabulary. Additionally, first-grade children named numbers faster than kindergarten children in RAN. The correlation and regression analyses suggest that advanced emergent literacy skills in children improve word reading, but the associations between emergent literacy and reading vary by grade level. Syllable deletion and lexical compounding are particularly important for kindergarten children at the initial stage of learning to read, while character judgment plays a prominent role in the reading development of primary school children. Homophone judgment develops early and expands progressively as children gain reading experience during their primary school years. The significance of homophone generation is minimal at preschool and early school ages. RAN response time may provide more informative insights than RAN accuracy, and the link between RAN and reading skills appears to weaken once children begin schooling. Additionally, maternal education level was a significant co-variate associated with character naming in preschool children. Implications: Findings carry implications for Chinese educators and parents. Incorporating metalinguistic awareness into classroom instruction can support children’s early reading development. Moreover, parents are encouraged to foster a literacy-rich home environment through experiences like interactive reading and character recognition, especially for preschool children without formal literacy instructions. Further longitudinal research is recommended to predict early reading skills in a larger sample of Mandarin-speaking preschoolers and establish age-specific educational goals

Reaching out to the other side: Formal-linguistics-based SLA and Socio-SLA

Generative linguistics has long been concerned with the linguistic competence of the “ideal speaker-listener, in a completely homogeneous speech-community, who knows its language perfectly” (Chomsky 1965: 3). Research in formal-linguistics-based second language acquisition takes as its starting point the second language (L2) speaker's underlying mental representation. Here the factors of interest are influence of the learner's native language and, in generative SLA, the operation of innate linguistic mechanisms (Universal Grammar). Similar to methodology in formal syntax, lxSLA adopts techniques such as grammaticality judgment, comprehension and perception tasks supplementing spontaneously produced oral data. While there may be individual differences in oral production, tasks that tap learners' mental representations reveal commonalities across learners from a given native language background with the same amount/ type of exposure and age of initial L2 exposure. When it comes to phonology, age has long been a central factor with numerous comparative studies showing younger learners far outperforming older learners (see Piske et al. 2001). This paper discusses a case of possible non-acquisition by L2 children who had had considerable exposure to the L2. Children's non-acquisition is only apparent, and this allows us to consider the value of lxSLA methodology on the one hand, and and raises issues about what might be lacking in the current socio-SLA paradigm, on the other. We argue that only when we return to the cooperation that marked its birth in the 1960s will we have a comprehensive picture of SLA

Enunciative identity in elementary English as a foreign language

How to improve the skill of speaking English is a major challenge for English learners in Taiwan nowadays. This project focuses on issues of pronunciation as the starting point to examine the problems of learning English, and issues of identity transformation in the language-learning process. Then it addresses the concept of enunciation as a way to facilitate English learners to establish their confidence in, and ownership of, the target language. This project is designed not only for discussing issues of improving the teaching and learning of English pronunciation, but also for explicating how students can gain their own voices and define their subjectivity during their English-learning process

Negative vaccine voices in Swedish social media

Vaccinations are one of the most significant interventions to public health, but vaccine hesitancy creates concerns for a portion of the population in many countries, including Sweden. Since discussions on vaccine hesitancy are often taken on social networking sites, data from Swedish social media are used to study and quantify the sentiment among the discussants on the vaccination-or-not topic during phases of the COVID-19 pandemic. Out of all the posts analyzed a majority showed a stronger negative sentiment, prevailing throughout the whole of the examined period, with some spikes or jumps due to the occurrence of certain vaccine-related events distinguishable in the results. Sentiment analysis can be a valuable tool to track public opinions regarding the use, efficacy, safety, and importance of vaccination

Student Language Use in a One-way Mandarin Immersion Classroom: A Sociolinguistic Perspective

The trend of expanding language immersion access to all students calls for further research in multiple contexts, especially those with a sociolinguistic lens. Potowski (2004), among a few systematic language use researchers, conducted an investigation in an upper-grade two-way Spanish immersion classroom and utilized the identity investment concept in interpreting language use data for the first time. Her study inspired me to conduct the present research that describes language use by four first-grade students during mathematics and Language Arts instruction in a oneway fifty-fifty Mandarin immersion classroom in an urban public school in the heart of an African-American community in the Northwest. As a seasoned immersion educator, I explored interactions among linguistic input (Krashen, 1982), output (Swain, 2000), transfer (Cummins, 1979), and sociocultural identity (Norton, 2006; Potowski, 2004). This qualitative research involved observations using video- and audio- recordings with four focal students wearing lapel microphones over five weeks, followed by a semi-structured focus group interview. A total of 3,090 speech turns were coded and analyzed under five categories: the number of speech turns, vocabulary, grammar, linguistic functions, and other themes that emerged from the interview. Overall, students used Mandarin 61% of the time, a higher percentage than in Potowski’s (56%) study. Findings support the use of diglossia though not all students exhibited this behavior. Data indicated that the time factor alone cannot account for target language outcomes. The African-American girl, Abelina (a pseudonym), with the least exposure to Mandarin prior to enrollment at the researched school outperformed her native English-speaking peers. Her motivation, learning strategies, social identity, and Creole background may have contributed to her success. Implications for changes in immersion curriculum and instruction as well as calls for future research on trilingual education are shared

Interdisciplinary lesson plans for teaching Mandarin and music to elementary school students

Thesis (MME) – Indiana University, Music, 202