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Hengzhi Hu

Biographic Data

ID5742524
NAMEHengzhi Hu
GIVEN NAMESHengzhi
FAMILY NAMEHu
SIGNATUREHU H
AFFILIATIONSNational University of Malaysia
ORCID0000-0001-5232-913X
VERIFIEDYes
TOTAL WORKS17
TOTAL CITATIONS1
AUTHOR COUNT17
EDITOR COUNT0
FIRST PUBLICATION YEAR2022
LATEST PUBLICATION YEAR2026
H-INDEX1
  • Pedagogical translanguaging with GenAI

    Open Access•Hengzhi Hu•ARTICLE•Applied Linguistics•2026

    This article revisits the dilemmas of creativity–standardization, inclusion–fixity, and meaning–form, as proposed by Jeon et al. (2025), in relation to the intersection of generative artificial intelligence (GenAI) within translanguaging. While their contribution centers on a mechanism-level analysis of the input–output asymmetry of large language models, I adopt a pedagogical perspective and argue that these dilemmas remain pertinent in the cont…

  • Rethinking assessment integrity in the GenAI era

    Hengzhi Hu, Harwati Hashim•ARTICLE•Innovations in Education and…•2026

    Higher education providers worldwide have responded to student use of generative artificial intelligence (GenAI) largely through post-hoc detection, but authorship verification does not address the validity problem created when assignments no longer require the disciplinary reasoning they claim to assess. This article advances a provenance-first alternative and specifies Process-Embedded Assessment with Verifiable Provenance (PEAVP). PEAVP reloca…

  • What Really Contributes to the Employability of Chinese Returnees with Malaysian-Obtained PhDs in and beyond Academia

    Open Access•Wanyu Wang, Hengzhi Hu•ARTICLE•SAGE Open•2026

    Malaysia has positioned itself as an internationalized education hub, attracting growing numbers of international doctoral students from China. Yet PhD degrees from Malaysian higher education providers (HEPs) are often perceived as inferior in China’s labor market, raising questions about how returnees construct their employability. This exploratory qualitative study examined how Chinese returnees with Malaysian-obtained PhDs perceive the attribu…

  • Not Just About Content

    Open Access•Hengzhi Hu, Qiming Song et al.•ARTICLE•Journal of Language Identity &…•2026

    English-Medium Instruction (EMI) is expanding in non-Anglophone higher education, yet its implementation often overlooks the importance of language support in disciplinary teaching. This study examines a Content and Language Integrated Learning (CLIL)-ised EMI case, in which an EMI class is adapted from CLIL principles so that content teaching explicitly supports students’ English meaning-making. Using 12-week observations, stimulated-recall inte…

  • Two teachers, one classroom

    Hengzhi Hu, Hongmei Chen et al.•ARTICLE•Language and Education•2026

    Content and Language Integrated Learning (CLIL) has gained prominence for its potential to integrate disciplinary content and language development, yet practical implementation remains challenging. In particular, a single teacher may struggle to address both curricular depth and systematic language support, which leaves gaps in content comprehension and communicative competence. Team teaching, where a content specialist collaborates with a langua…

  • Let’s talk AI

    Open Access•Hengzhi Hu, Harwati Hashim•ARTICLE•AI & Society•2026

  • Teachers and students at the crossroads

    Hengzhi Hu•ARTICLE•Journal of Multilingual and…•2026•References: 30

  • Localisation of content and language integrated learning in China

    Hengzhi Hu, Aixiang Mi•ARTICLE•Journal of Multilingual and…•2026•References: 35

  • Oral Assessment in the AI Era—Equity, Validity, and Scale

    Open Access•Hengzhi Hu, Harwati Hashim•ARTICLE•Educational Researcher•2026•References: 1

    Fenton’s article, “Reconsidering the Use of Oral Exams and Assessments: An Old Way to Move Into a New Future,” argues that oral assessment can restore authenticity and support academic integrity in the generative artificial intelligence era. Drawing on this synthesis, this letter offers three refinements to enable adoption at scale: operationalize equity by separating language production from disciplinary reasoning and providing targeted accommod…

  • Negotiating identity in the age of ChatGPT

    Open Access•Hengzhi Hu, Qing Zhou et al.•ARTICLE•Humanities and Social Sciences…•2025

    In recent years, the academic community has witnessed a surge of research articles generated with the assistance of artificial intelligence (AI) tools, particularly ChatGPT. This development introduces not only ethical and practical concerns but also new possibilities and tensions in identity negotiation for researchers—particularly those writing in English as an additional language—a topic that remains under-investigated. As such, this study exa…

  • Scenario-based flood adaption of a fast-developing delta city

    Open Access•Hangxing Wu, Min Zhang et al.•ARTICLE•International Journal of Disaster…•2025

  • From Yi Language to Mandarin

    Hengzhi Hu, Aixiang Mi et al.•ARTICLE•IRAL - International Review of…•2025

    In multilingual classrooms where heritage and dominant languages coexist unequally, translanguaging is often encouraged pedagogically, yet its identity-shaping potential remains underexplored. This case study, situated in a Mandarin-medium secondary classroom in China, investigates how translanguaging involving Yi Language, a heritage language and actual first language (L1) for students, mediates their identity construction in relation to Mandari…

  • Reliable or Not

    Open Access•Hengzhi Hu, Harwati Hashim•ARTICLE•Language Value•2025

    The rise of computer-based testing has transformed language assessment, with computer-based English speaking tests (CBESTs) offering scalable and efficient evaluations. However, the extent to which automated scoring aligns with analytic measures, such as complexity, accuracy, and fluency (CAF) indices, remains unclear. This study examines the relationship between automated CBEST scores and CAF indices in 418 Chinese junior high school students’ s…

  • What Numbers Cannot Fully Reveal

    Open Access•Hengzhi Hu, Harwati Hashim et al.•ARTICLE•SAGE Open•2025

    Despite ongoing efforts to standardize foreign language (L2) speaking assessment, the validity and reliability of human ratings remains contested due to their inherent subjectivity and the limited transparency of underlying judgment processes. While prior quantitative research has explored correlations between rater scores and measures of complexity, accuracy, fluency, and pronunciation (CAFP), relatively few studies have examined why particular …

  • Human Ratings and Complexity, Accuracy, and Fluency (CAF) Indices

    Open Access•Hengzhi Hu, Nur Ehsan Mohd Said et al.•ARTICLE•SAGE Open•2025

    Foreign language (L2) learners’ speaking proficiency is often quantified using two dimensions: intuitive human ratings and analytical, linguistic complexity, accuracy, and fluency (CAF) indices. While previous research and assessment practices have predominantly focused on either the subjective approach to L2 speaking or the objective one, it is essential to establish an association between these two seemingly contradictory assessment methods to …

  • Assessment and Learning in Content and Language Integrated Learning (CLIL) Classrooms

    Open Access•Hengzhi Hu•ARTICLE•Language Value•2022

    It is not surprising that as we come upon the thirtieth anniversary of the birth of Content and Language Integrated Learning (CLIL), this young pedagogical approach is still a complicated phenomenon, with a wide variety of issues in every aspect of education remaining to be addressed. CLIL assessment is one of them. Although over a decade has passed since Coyle et al. (2010) necessitated an explicit understanding of the assessment process in CLIL…

  • Examining Teacher Competencies in Content and Language Integrated Learning

    Open Access•Hengzhi Hu•ARTICLE•Rupkatha Journal on Interdisciplina…•2022•Cited by: 1

    Despite the upsurge of research interest in Content and Language Integrated Learning (CLIL) teachers’ professional competencies, very little evidence has been presented from the Chinese academia. To bridge this gap and understand Chinese CLIL teachers’ status quo of competencies in relation to their demographic characteristics, the present study adopted a cross-sectional quantitative survey approach and investigated the differences of linguistic …

  • Examining Teacher Competencies in Content and Language Integrated Learning

    Open Access•Hengzhi Hu•ARTICLE•Rupkatha Journal on Interdisciplina…•2022•Cited by: 1

    Despite the upsurge of research interest in Content and Language Integrated Learning (CLIL) teachers’ professional competencies, very little evidence has been presented from the Chinese academia. To bridge this gap and understand Chinese CLIL teachers’ status quo of competencies in relation to their demographic characteristics, the present study adopted a cross-sectional quantitative survey approach and investigated the differences of linguistic …

  • Assessment and Learning in Content and Language Integrated Learning (CLIL) Classrooms

    Open Access•Hengzhi Hu•ARTICLE•Language Value•2022

    It is not surprising that as we come upon the thirtieth anniversary of the birth of Content and Language Integrated Learning (CLIL), this young pedagogical approach is still a complicated phenomenon, with a wide variety of issues in every aspect of education remaining to be addressed. CLIL assessment is one of them. Although over a decade has passed since Coyle et al. (2010) necessitated an explicit understanding of the assessment process in CLIL…

  • Examining Teacher Competencies in Content and Language Integrated Learning

    Open Access•Hengzhi Hu•ARTICLE•Rupkatha Journal on Interdisciplina…•2022•Cited by: 1

    Despite the upsurge of research interest in Content and Language Integrated Learning (CLIL) teachers’ professional competencies, very little evidence has been presented from the Chinese academia. To bridge this gap and understand Chinese CLIL teachers’ status quo of competencies in relation to their demographic characteristics, the present study adopted a cross-sectional quantitative survey approach and investigated the differences of linguistic …

  • Negotiating identity in the age of ChatGPT

    Open Access•Hengzhi Hu, Qing Zhou et al.•ARTICLE•Humanities and Social Sciences…•2025

    In recent years, the academic community has witnessed a surge of research articles generated with the assistance of artificial intelligence (AI) tools, particularly ChatGPT. This development introduces not only ethical and practical concerns but also new possibilities and tensions in identity negotiation for researchers—particularly those writing in English as an additional language—a topic that remains under-investigated. As such, this study exa…

  • Scenario-based flood adaption of a fast-developing delta city

    Open Access•Hangxing Wu, Min Zhang et al.•ARTICLE•International Journal of Disaster…•2025

  • From Yi Language to Mandarin

    Hengzhi Hu, Aixiang Mi et al.•ARTICLE•IRAL - International Review of…•2025

    In multilingual classrooms where heritage and dominant languages coexist unequally, translanguaging is often encouraged pedagogically, yet its identity-shaping potential remains underexplored. This case study, situated in a Mandarin-medium secondary classroom in China, investigates how translanguaging involving Yi Language, a heritage language and actual first language (L1) for students, mediates their identity construction in relation to Mandari…

  • Reliable or Not

    Open Access•Hengzhi Hu, Harwati Hashim•ARTICLE•Language Value•2025

    The rise of computer-based testing has transformed language assessment, with computer-based English speaking tests (CBESTs) offering scalable and efficient evaluations. However, the extent to which automated scoring aligns with analytic measures, such as complexity, accuracy, and fluency (CAF) indices, remains unclear. This study examines the relationship between automated CBEST scores and CAF indices in 418 Chinese junior high school students’ s…

  • What Numbers Cannot Fully Reveal

    Open Access•Hengzhi Hu, Harwati Hashim et al.•ARTICLE•SAGE Open•2025

    Despite ongoing efforts to standardize foreign language (L2) speaking assessment, the validity and reliability of human ratings remains contested due to their inherent subjectivity and the limited transparency of underlying judgment processes. While prior quantitative research has explored correlations between rater scores and measures of complexity, accuracy, fluency, and pronunciation (CAFP), relatively few studies have examined why particular …

  • Human Ratings and Complexity, Accuracy, and Fluency (CAF) Indices

    Open Access•Hengzhi Hu, Nur Ehsan Mohd Said et al.•ARTICLE•SAGE Open•2025

    Foreign language (L2) learners’ speaking proficiency is often quantified using two dimensions: intuitive human ratings and analytical, linguistic complexity, accuracy, and fluency (CAF) indices. While previous research and assessment practices have predominantly focused on either the subjective approach to L2 speaking or the objective one, it is essential to establish an association between these two seemingly contradictory assessment methods to …

  • Pedagogical translanguaging with GenAI

    Open Access•Hengzhi Hu•ARTICLE•Applied Linguistics•2026

    This article revisits the dilemmas of creativity–standardization, inclusion–fixity, and meaning–form, as proposed by Jeon et al. (2025), in relation to the intersection of generative artificial intelligence (GenAI) within translanguaging. While their contribution centers on a mechanism-level analysis of the input–output asymmetry of large language models, I adopt a pedagogical perspective and argue that these dilemmas remain pertinent in the cont…

  • Rethinking assessment integrity in the GenAI era

    Hengzhi Hu, Harwati Hashim•ARTICLE•Innovations in Education and…•2026

    Higher education providers worldwide have responded to student use of generative artificial intelligence (GenAI) largely through post-hoc detection, but authorship verification does not address the validity problem created when assignments no longer require the disciplinary reasoning they claim to assess. This article advances a provenance-first alternative and specifies Process-Embedded Assessment with Verifiable Provenance (PEAVP). PEAVP reloca…

  • What Really Contributes to the Employability of Chinese Returnees with Malaysian-Obtained PhDs in and beyond Academia

    Open Access•Wanyu Wang, Hengzhi Hu•ARTICLE•SAGE Open•2026

    Malaysia has positioned itself as an internationalized education hub, attracting growing numbers of international doctoral students from China. Yet PhD degrees from Malaysian higher education providers (HEPs) are often perceived as inferior in China’s labor market, raising questions about how returnees construct their employability. This exploratory qualitative study examined how Chinese returnees with Malaysian-obtained PhDs perceive the attribu…

  • Not Just About Content

    Open Access•Hengzhi Hu, Qiming Song et al.•ARTICLE•Journal of Language Identity &…•2026

    English-Medium Instruction (EMI) is expanding in non-Anglophone higher education, yet its implementation often overlooks the importance of language support in disciplinary teaching. This study examines a Content and Language Integrated Learning (CLIL)-ised EMI case, in which an EMI class is adapted from CLIL principles so that content teaching explicitly supports students’ English meaning-making. Using 12-week observations, stimulated-recall inte…

  • Two teachers, one classroom

    Hengzhi Hu, Hongmei Chen et al.•ARTICLE•Language and Education•2026

    Content and Language Integrated Learning (CLIL) has gained prominence for its potential to integrate disciplinary content and language development, yet practical implementation remains challenging. In particular, a single teacher may struggle to address both curricular depth and systematic language support, which leaves gaps in content comprehension and communicative competence. Team teaching, where a content specialist collaborates with a langua…

  • Let’s talk AI

    Open Access•Hengzhi Hu, Harwati Hashim•ARTICLE•AI & Society•2026

  • Teachers and students at the crossroads

    Hengzhi Hu•ARTICLE•Journal of Multilingual and…•2026•References: 30

  • Localisation of content and language integrated learning in China

    Hengzhi Hu, Aixiang Mi•ARTICLE•Journal of Multilingual and…•2026•References: 35

  • Oral Assessment in the AI Era—Equity, Validity, and Scale

    Open Access•Hengzhi Hu, Harwati Hashim•ARTICLE•Educational Researcher•2026•References: 1

    Fenton’s article, “Reconsidering the Use of Oral Exams and Assessments: An Old Way to Move Into a New Future,” argues that oral assessment can restore authenticity and support academic integrity in the generative artificial intelligence era. Drawing on this synthesis, this letter offers three refinements to enable adoption at scale: operationalize equity by separating language production from disciplinary reasoning and providing targeted accommod…

EFL/ESL Teaching and Learning (7 works) · Psychology (7 works) · Second Language Learning and Teaching (7 works) · Mathematics education (5 works) · Pedagogy (5 works) · Sociology (5 works) · Content and language integrated learning (4 works) · Fluency (3 works) · Foreign language (3 works) · Linguistics (3 works)

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