<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.2 20190208//EN" "http://jats.nlm.nih.gov/publishing/1.2/JATS-journalpublishing1.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="1.2" xml:lang="en">
    <front>
        <journal-meta>
            <journal-id journal-id-type="pmc">F1000Research</journal-id>
            <journal-title-group>
                <journal-title>F1000Research</journal-title>
            </journal-title-group>
            <issn pub-type="epub">2046-1402</issn>
            <publisher>
                <publisher-name>F1000 Research Limited</publisher-name>
                <publisher-loc>London, UK</publisher-loc>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="doi">10.12688/f1000research.182137.1</article-id>
            <article-categories>
                <subj-group subj-group-type="heading">
                    <subject>Research Article</subject>
                </subj-group>
                <subj-group>
                    <subject>Articles</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>A Decade of Technology-enhanced Language Teaching in Universities: A Bibliometric Mapping Analysis 2015-2024</article-title>
                <fn-group content-type="pub-status">
                    <fn>
                        <p>[version 1; peer review: 1 not approved]</p>
                    </fn>
                </fn-group>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Dicky Putra</surname>
                        <given-names>Metria</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <uri content-type="orcid">https://orcid.org/0009-0004-8265-0249</uri>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Purnawan</surname>
                        <given-names>Ari</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Validation</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Yunita Putri</surname>
                        <given-names>Suci</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a2">2</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Martiana Ningrum</surname>
                        <given-names>Resky</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Project Administration</role>
                    <role content-type="http://credit.niso.org/">Visualization</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0009-0004-2879-3505</uri>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Farida Rahman</surname>
                        <given-names>Sofia</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Resources</role>
                    <role content-type="http://credit.niso.org/">Visualization</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Mabruroh</surname>
                        <given-names>Siti</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Resources</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Christiani Imbo</surname>
                        <given-names>Indy</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Resources</role>
                    <role content-type="http://credit.niso.org/">Software</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Visualization</role>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Pramudyo</surname>
                        <given-names>Andrean</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Resources</role>
                    <role content-type="http://credit.niso.org/">Software</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Visualization</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <xref ref-type="aff" rid="a4">4</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Satria</surname>
                        <given-names>Dadi</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Validation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a5">5</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Olva Zuve</surname>
                        <given-names>Farel</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a5">5</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Erlianti</surname>
                        <given-names>Gustina</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a5">5</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>English Department, Universitas Negeri Yogyakarta, Yogyakarta, Special Region of Yogyakarta, Indonesia</aff>
                <aff id="a2">
                    <label>2</label>Indonesian Language and Literature Education Department, Universitas Negeri Padang, Padang, West Sumatra, Indonesia</aff>
                <aff id="a3">
                    <label>3</label>Master of Linguistics, Universitas Gadjah Mada, Yogyakarta, Special Region of Yogyakarta, Indonesia</aff>
                <aff id="a4">
                    <label>4</label>Master of Art Education, Universitas Negeri Yogyakarta, Yogyakarta, Special Region of Yogyakarta, Indonesia</aff>
                <aff id="a5">
                    <label>5</label>Faculty of Language and Art, Universitas Negeri Padang, Padang, West Sumatra, Indonesia</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:metriadicky.2024@student.uny.ac.id">metriadicky.2024@student.uny.ac.id</email>
                </corresp>
                <fn fn-type="conflict">
                    <p>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>5</day>
                <month>6</month>
                <year>2026</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2026</year>
            </pub-date>
            <volume>15</volume>
            <elocation-id>876</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>14</day>
                    <month>5</month>
                    <year>2026</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2026 Dicky Putra M et al.</copyright-statement>
                <copyright-year>2026</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
                <license>
                    <license-p>The author(s) is/are employees of the US Government and therefore domestic copyright protection in USA does not apply to this work. The work may be protected under the copyright laws of other jurisdictions when used in those jurisdictions.</license-p>
                </license>
            </permissions>
            <self-uri content-type="pdf" xlink:href="https://f1000research.com/articles/15-876/pdf"/>
            <abstract>
                <sec>
                    <title>Introduction</title>
                    <p>The integration of digital technologies has significantly reshaped language teaching in higher education, leading to growing scholarly attention to Technology-Enhanced Language Teaching (TELT). As universities increasingly adopt digital tools, it becomes important to understand how TELT research has evolved globally and thematically over time.</p>
                </sec>
                <sec>
                    <title>Method</title>
                    <p>This study conducts a bibliometric analysis of 106 journal articles indexed in Scopus published between 2015 and 2024. The data were analyzed using VOSviewer to visualize publication trends, geographic distribution, and keyword co-occurrence networks in TELT research within university contexts.</p>
                </sec>
                <sec>
                    <title>Result</title>
                    <p>The results reveal a steady growth in TELT publications, with a notable increase following the COVID-19 pandemic and continued expansion in subsequent years, indicating that TELT has become an established research focus rather than a temporary response to emergency remote teaching. TELT research is predominantly concentrated in Asian countries, with relatively limited international collaboration. Thematic analysis shows a strong emphasis on technological systems and digital learning environments, while language-specific pedagogical constructs remain weakly connected within the research network. This suggests that technology is often treated as a supporting tool rather than as an integrated component of language pedagogy.</p>
                </sec>
                <sec>
                    <title>Conclusion</title>
                    <p>This study provides a macro-level overview of TELT research development and highlights the need for future studies to strengthen the alignment between technological innovation and language learning theories in higher education. Greater interdisciplinary collaboration and pedagogically grounded research are recommended to advance TELT scholarship.</p>
                </sec>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>Technology-Enhanced Language Teaching; Higher Education; Bibliometric Analysis; Digital Learning; Language Pedagogy</kwd>
            </kwd-group>
            <funding-group>
                <award-group id="fund-1" xlink:href="https://doi.org/10.13039/501100014538">
                    <funding-source>Lembaga Pengelola Dana Pendidikan</funding-source>
                </award-group>
                <funding-statement>We would like to express our sincere gratitude to the LPDP (Lembaga Pengelola Dana Pendidikan) for their support in the publication of this article. This research would not have been possible without the financial assistance provided by LPDP &#13;
&#13;
 </funding-statement>
                <funding-statement>
                    <italic>The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</italic>
                </funding-statement>
            </funding-group>
        </article-meta>
    </front>
    <body>
        <sec id="sec5" sec-type="intro">
            <title>Introduction</title>
            <p>Over the past decade, the integration of digital technologies has increasingly in language teaching, shifting the focus from traditional, teacher-centered instruction toward more interactive and learner-driven approaches (
                <xref ref-type="bibr" rid="ref13">Hockly &amp; Dudeney, 2018</xref>). Early developments in Computer-Assisted Language Learning (CALL) and Mobile-Assisted Language Learning (MALL) expanded access to materials and supported individualized learning. As technology advanced, innovations such as artificial intelligence (AI), chatbots, virtual reality (VR), and adaptive learning systems further transformed how students engage with language input and practice (
                <xref ref-type="bibr" rid="ref31">Urbaite, 2024</xref>).</p>
            <p>At the university level, online platforms and AI-driven applications have become essential to language teaching, offering flexibility, personalized learning pathways, and interactive feedback mechanisms (
                <xref ref-type="bibr" rid="ref4">Almogren et al., 2024</xref>). These tools facilitate more efficient assessment practices and allow teachers to monitor learners&#x2019; progress in real time, positioning technology as a pedagogically meaningful of component of language teaching (
                <xref ref-type="bibr" rid="ref24">Olateju et al., 2024</xref>).</p>
            <p>
Scholarly interest in technology-enhanced language teaching (TELT) has grown substantially (
                <xref ref-type="bibr" rid="ref7">Basar &amp; &#x015e;ahin, 2022</xref>). Studies have explored a wide range of tools such as from CALL and MALL to AI tutoring systems and VR-based simulations highlighting their potential to support language skill development, enhance student engagement, and address diverse learner needs (
                <xref ref-type="bibr" rid="ref3">Alisoy, 2024</xref>). However, despite the rapid expansion of TELT research, the field remains highly fragmented, with studies focusing on isolated tools rather than the broader pedagogical or theoretical implications (
                <xref ref-type="bibr" rid="ref27">Rane, 2024</xref>).</p>
            <p>Existing studies tend to examine specific features of TELT such as chatbots for speaking practice, adaptive systems for personalized learning, or gamified platforms for motivation (
                <xref ref-type="bibr" rid="ref19">Liu et al., 2023</xref>). Although these studies provide valuable insights, they frequently lack a comprehensive understanding of how these innovations collectively shape the direction of language teaching research, leaving unanswered questions about theoretical development, pedagogical alignment, and long-term trends (
                <xref ref-type="bibr" rid="ref18">Link et al., 2022</xref>).</p>
            <p>While various studies have offered evidence on the effectiveness of various technologies, there remains limited understanding of the overall structure, evolution, and intellectual development of TELT as a research field (
                <xref ref-type="bibr" rid="ref25">Putra et al., 2026</xref>). A systematic mapping of the literature is therefore necessary to identify dominant themes, conceptual progress, methodological preferences, and geographical distributions in technology-enhanced language teaching research.</p>
            <p>Although TELT has attracted widespread global interest, existing bibliometric studies remain scarce and primarily focus on limited technological domains. There is a lack of comprehensive reviews that examine how TELT research in universities has evolved over time across regions and technological categories.</p>
            <p>This study addresses the following research questions:
                <list list-type="order">
                    <list-item>
                        <label>1.</label>
                        <p>How have research trends in technology-enhanced language teaching in universities evolved from 2015 to 2024?</p>
                    </list-item>
                    <list-item>
                        <label>2.</label>
                        <p>How is technology-enhanced language teaching research distributed globally across countries and collaborations?</p>
                    </list-item>
                    <list-item>
                        <label>3.</label>
                        <p>What thematic patterns emerge in TELT research, and how do they reflect the relationship between technology and language pedagogy?</p>
                    </list-item>
                </list>
            </p>
        </sec>
        <sec id="sec6">
            <title>Literature review</title>
            <p>

                <list list-type="alpha-upper">
                    <list-item>
                        <label>A.</label>
                        <p>Technology-Enhanced Language Teaching (TELT) in Higher Education</p>
                    </list-item>
                </list>
            </p>
            <p>Technology-Enhanced Language Teaching (TELT) is the integration of digital technologies into language teaching to improve learning outcomes, increase engagement, and offer more personalized and adaptive learning experiences (
                <xref ref-type="bibr" rid="ref8">Benitt et al., 2019</xref>). Computer-Assisted Language Learning (CALL), Mobile-Assisted Language Learning (MALL), AI-powered platforms, virtual reality (VR) applications, gamified learning environments, and adaptive learning systems are all included in TELT in higher education contexts (
                <xref ref-type="bibr" rid="ref32">Voss, 2021</xref>). These technologies not only enhance classroom teaching but also revolutionize the way language is taught and acquired by providing interactive, multimodal, and accessible resources (
                <xref ref-type="bibr" rid="ref23">Nie, 2023</xref>).</p>
            <p>TELT facilitates flexible learning pathways in universities, enabling students to study at their own pace while still gaining the benefits of synchronous interaction with instructors and peers (
                <xref ref-type="bibr" rid="ref34">Zakaria et al., 2022</xref>). 
                <xref ref-type="bibr" rid="ref20">Mejeh and Rehm (2024)</xref> assert that adaptive task design, automated assessment, and real-time feedback enable learners to more effectively address their individual requirements. Additionally, TELT is instrumental in the development of learner autonomy by promoting the responsibility of students for their own development while providing them with authentic language materials from around the globe.</p>
            <p>Additionally, TELT is consistent with innovative pedagogical models, including blended learning and the flipped classroom, in which digital tools provide foundational content outside of class time and in-person sessions are devoted to interactive, higher-order activities (
                <xref ref-type="bibr" rid="ref10">Downer et al., 2021</xref>). This method not only optimizes classroom interaction but also fosters a more profound connection to the educational content.</p>
            <p>TELT is instrumental in the development of 21st-century competencies, including collaborative problem-solving, intercultural communication, and digital literacy (
                <xref ref-type="bibr" rid="ref22">Ndukwe &amp; Daniel, 2020</xref>). Students can engage in cross-border exchanges, virtual collaborations, and authentic communicative duties through online platforms, which equip them for a globally connected world. TELT has transitioned from a supplementary aid to an essential component of instructional design in higher education language programs as digital technology continues (
                <xref ref-type="bibr" rid="ref11">Hammerness et al., 2023</xref>).
                <list list-type="alpha-upper">
                    <list-item>
                        <label>B.</label>
                        <p>Technological Advancements in Language Education</p>
                    </list-item>
                </list>
            </p>
            <p>The landscape of Technology-Enhanced Language Teaching (TELT) has been significantly increasing over the past decade by technological innovations, which have evolved beyond its initial dependence on Computer-Assisted Language Learning (CALL) and Mobile-Assisted Language Learning (MALL). CALL and MALL were initially employed as foundational approaches, providing learners with the ability to study at their own pace and remote access to a variety of language resources (
                <xref ref-type="bibr" rid="ref6">Bahari et al., 2025</xref>).</p>
            <p>In recent years, an increased number of technologies has emerged, enhancing language education with new levels of interactivity, personalization, and immersion (
                <xref ref-type="bibr" rid="ref1">Ai et al., 2025</xref>). Artificial Intelligence (AI) has emerged as a critical element, facilitating the development of intelligent tutoring systems, automated assessments, and natural language processing capabilities that facilitate more precise and responsive feedback (
                <xref ref-type="bibr" rid="ref5">Alqahtani et al., 2023</xref>). The learning process has been further improved by chatbots and virtual assistants, which facilitate conversational practice, provide immediate corrective feedback, and simulate authentic communicative scenarios (
                <xref ref-type="bibr" rid="ref15">Huang et al., 2022</xref>).</p>
            <p>In addition, Virtual and Augmented Reality (VR/AR) technologies enable learners to interact with immersive and context-rich environments, thereby fostering cultural comprehension and experiential learning (
                <xref ref-type="bibr" rid="ref9">Christou et al., 2025</xref>). The incorporation of elements such as points, leaderboards, and badges into gamification strategies has been demonstrated to increase learner engagement and motivation (
                <xref ref-type="bibr" rid="ref12">Hell&#x00ed;n et al., 2023</xref>). Adaptive learning systems, which are fueled by data analytics, now provide learners with highly personalized learning pathways that modify content in real time to align with their progress and requirements (
                <xref ref-type="bibr" rid="ref30">Strielkowski et al., 2025</xref>).</p>
            <p>All these developments have collectively influenced the transition of TELT to a more student-centered paradigm, in which learners are active participants in their own educational journeys (
                <xref ref-type="bibr" rid="ref14">Hoidn &amp; Reusser, 2020</xref>). Nevertheless, their successful implementation necessitates the equitable access to technological resources, teacher digital literacy, and cautious pedagogical integration, particularly in diverse higher education contexts.</p>
        </sec>
        <sec id="sec7">
            <title>Methodology</title>
            <sec id="sec8">
                <title>Research design</title>
                <p>This study utilized bibliographical information from publications published between 2015 and 2024 that were indexed by Scopus. The Scopus database, accessible on 17 February 2025, was utilized for data collecting. After that, the data from the Scopus findings were exported in *.ris format for data mapping utilizing the VOSviewer software. After data collection, a bibliometric network was constructed that delineates research productivity utilizing the VOSviewer application, a data visualization tool that produces a network from pre-processed data sets.</p>
                <p>The keywords &#x201c;language,&#x201d; &#x201c;technology,&#x201d; and &#x201c;university&#x201d; were employed to obtain relevant articles during data searches. 
                    <xref ref-type="fig" rid="f1">
Figure 1</xref> presents supplementary information regarding the procedures undertaken throughout the bibliometric analytic inquiry.</p>
                <fig fig-type="figure" id="f1" orientation="portrait" position="float">
                    <label>
Figure 1. </label>
                    <caption>
                        <title>The steps taken throughout the bibliometric analysis investigation.</title>
                    </caption>
                    <graphic id="gr1" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/201045/183a0031-55f0-4a91-b1b2-903ad853377a_figure1.gif"/>
                </fig>
            </sec>
            <sec id="sec9">
                <title>Tools and materials</title>
                <p>The first step in conducting the bibliometric analysis in this study was to prepare the necessary tools and resources. The data obtained from the search results must be processed using the following applications: Scopus database and WOS which serves as the primary source for identifying and collecting relevant articles based on predefined keywords; Microsoft Excel, which is utilized for organizing, analyzing, and filtering the retrieved data; and VOSviewer, which is employed to visualize and map research trends related to technology-enhanced language teaching in universities.</p>
            </sec>
            <sec id="sec10">
                <title>Data collection</title>
                <p>In this step, information based on the selected keywords for publishing trend analysis is collected. The Scopus database was utilized to retrieve published articles related to &#x201c;language,&#x201d; &#x201c;technology,&#x201d; and &#x201c;university.&#x201d; The data collection focused on articles published within the last decade, covering the period from 2015 to 2024 to provide a comprehensive overview of research trends in technology-enhanced language teaching in universities.</p>
            </sec>
            <sec id="sec11">
                <title>Data screening</title>
                <p>The research articles gathered during the data gathering phase could not be analyzed immediately, necessitating data filtration. A primary criterion for data sorting was the publication year. Although the absence of publication years in several papers, their information was nonetheless included in the analysis. The publications utilized in this study was obtained from journals. In the data gathering phase, 117 publications were amassed; however, following the selection procedure, only 106 papers were retained, since the remainder were removed due to insufficient information.</p>
            </sec>
            <sec id="sec12">
                <title>Data visualization</title>
                <p>To generate data visualization, the saved data in (*.ris) format is imported into the VOSviewer program. At this stage, terms within the VOSviewer network mapping visualization undergo filtering. The article data is then mapped based on its source database. This study employs three types of visualization methods: network visualization, overlay visualization, and density visualization to analyze research trends effectively.</p>
            </sec>
            <sec id="sec13">
                <title>Data analysis</title>
                <p>In the final stage, the visualized data was analyzed to generate findings, which were then presented in the &#x201c;Results and Discussion&#x201d; section. The data analysis process was streamlined using the features available in Microsoft Excel to enhance efficiency.</p>
            </sec>
        </sec>
        <sec id="sec14">
            <title>Findings</title>
            <sec id="sec15">
                <title>RQ1: How have research trends in technology-enhanced language teaching in universities evolved from 2015 to 2024?</title>
                <p>
                    <xref ref-type="fig" rid="f2">
Figure 2</xref> show that the annual publication trends in technology-enhanced language teaching (TELT) research in universities between 2015 and 2024. During the initial phase (2015&#x2013;2018), the number of publications remained relatively low, indicating that technology integration in university-level language teaching was still treated as a peripheral or supplementary instructional component. This period reflects a cautious engagement with digital tools, largely positioned to support existing teaching practices rather than to transform language pedagogy.</p>
                <fig fig-type="figure" id="f2" orientation="portrait" position="float">
                    <label>
Figure 2. </label>
                    <caption>
                        <title>Publication distribution.</title>
                    </caption>
                    <graphic id="gr2" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/201045/183a0031-55f0-4a91-b1b2-903ad853377a_figure2.gif"/>
                </fig>
                <p>A gradual increase in publications emerged between 2019 and 2020, suggesting a growing scholarly interest in digital learning environments within higher education. The most significant growth occurred in 2021, followed by a sustained upward trend through 2024. While this surge coincides with the COVID-19 pandemic, the continued increase in subsequent years indicates that TELT research has extended beyond emergency remote teaching and has become an established research focus.</p>
                <p>However, the rapid expansion of TELT publications does not necessarily correspond to proportional advancements in language teaching methodologies. The findings suggest that much of the growth reflects increased access to and adoption of digital technologies, raising critical questions about whether innovation in technology use has been matched by innovation in language pedagogy.</p>
            </sec>
            <sec id="sec16">
                <title>RQ2. How is technology-enhanced language teaching research distributed globally across countries and collaborations?</title>
                <p>
                    <xref ref-type="fig" rid="f3">
Figure 3</xref> presents the global distribution of TELT publications based on Single Country Publications (SCP) and Multiple Country Publications (MCP). China emerges as the most prolific contributor, followed by Indonesia, Hong Kong, Turkey, and Kazakhstan. Across these countries, SCP overwhelmingly outnumber MCP, indicating that TELT research is predominantly conducted within national contexts with limited international collaboration.</p>
                <fig fig-type="figure" id="f3" orientation="portrait" position="float">
                    <label>
Figure 3. </label>
                    <caption>
                        <title>Countries publication.</title>
                    </caption>
                    <graphic id="gr3" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/201045/183a0031-55f0-4a91-b1b2-903ad853377a_figure3.gif"/>
                </fig>
                <p>
This pattern suggests that knowledge production in TELT remains regionally concentrated, particularly in Asian countries, while cross-national scholarly exchange is relatively underdeveloped. Only a small number of countries, such as Portugal and Saudi Arabia, demonstrate a more balanced combination of domestic and international collaborative research.</p>
                <p>The global collaboration map shown in 
                    <xref ref-type="fig" rid="f4">
Figure 4</xref> further reinforces this observation. Although TELT research spans multiple regions worldwide, high research productivity does not necessarily coincide with strong international collaboration networks. This imbalance may constrain the development of shared pedagogical frameworks and limit the transferability of research findings across different language education contexts.</p>
                <fig fig-type="figure" id="f4" orientation="portrait" position="float">
                    <label>
Figure 4. </label>
                    <caption>
                        <title>World map of countries collaboration.</title>
                    </caption>
                    <graphic id="gr4" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/201045/183a0031-55f0-4a91-b1b2-903ad853377a_figure4.gif"/>
                </fig>
            </sec>
            <sec id="sec17">
                <title>RQ3. What thematic patterns emerge in TELT research, and how do they reflect the relationship between technology and language pedagogy?</title>
                <p>
                    <xref ref-type="fig" rid="f5">
Figures 5</xref>&#x2013;
                    <xref ref-type="fig" rid="f7">7</xref> display the network, overlay, and density visualizations of keywords related to TELT research. The network visualization reveals strong associations among technology-oriented terms such as digital learning, educational technology, e-learning, and higher education, indicating that TELT scholarship is largely structured around technological systems and learning environments.</p>
                <fig fig-type="figure" id="f5" orientation="portrait" position="float">
                    <label>
Figure 5. </label>
                    <caption>
                        <title>Network visualization from vosviewer about technology in a language learning.</title>
                    </caption>
                    <graphic id="gr5" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/201045/183a0031-55f0-4a91-b1b2-903ad853377a_figure5.gif"/>
                </fig>
                <fig fig-type="figure" id="f6" orientation="portrait" position="float">
                    <label>
Figure 6. </label>
                    <caption>
                        <title>Overlay visualization from vosviewer about technology in language learning.</title>
                    </caption>
                    <graphic id="gr6" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/201045/183a0031-55f0-4a91-b1b2-903ad853377a_figure6.gif"/>
                </fig>
                <fig fig-type="figure" id="f7" orientation="portrait" position="float">
                    <label>
Figure 7. </label>
                    <caption>
                        <title>Density visualization from vosviewer about technology in language learning.</title>
                    </caption>
                    <graphic id="gr7" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/201045/183a0031-55f0-4a91-b1b2-903ad853377a_figure7.gif"/>
                </fig>
                <p>The overlay visualization (
                    <xref ref-type="fig" rid="f6">
Figure 6</xref>) shows that computational and system-based concepts occupy central positions within the research network. In contrast, language-specific pedagogical terms such as language learning, EFL, and English language education appear more peripheral and weeklies connected.</p>
                <p>This imbalance is further confirmed by the density visualization (
                    <xref ref-type="fig" rid="f7">
Figure 7</xref>), where high-density clusters are dominated by general educational constructs such as students, teaching, and higher education. Language-focused terms remain marginal, suggesting that technology is more frequently conceptualized as a learning tool or delivery mechanism rather than as an integrated pedagogical approach to language acquisition.</p>
                <p>Overall, these thematic patterns indicate a conceptual gap between technology use and language pedagogy in TELT research. While technological innovation receives substantial scholarly attention, its pedagogical grounding in language teaching theories and skill-based instruction remains limited, highlighting an important direction for future research.</p>
            </sec>
        </sec>
        <sec id="sec18" sec-type="discussion">
            <title>Discussion</title>
            <p>This bibliometric analysis reveals a sustained and structurally significant rise in Technology-Enhanced Language Teaching (TELT) research in higher education from 2015 to 2024. While early publications (2015&#x2013;2018) indicate limited scholarly attention, a marked surge coincides with the global shift toward emergency remote teaching during the COVID-19 pandemic (
                <xref ref-type="bibr" rid="ref29">Rof et al., 2022</xref>). Importantly, the continued growth of publications beyond 2022 suggests that TELT has evolved from a crisis-driven response into a long-term research orientation in university language education. This transition indicates a paradigmatic shift in which technology is no longer positioned as a peripheral support tool, but as an increasingly central component of language teaching practices in higher education.</p>
            <p>Despite this quantitative growth, the keyword co-occurrence and density analyses reveal a critical conceptual imbalance within the TELT research landscape. Dominant themes cluster around students, pedagogy, higher education, and digital learning, reflecting a strong emphasis on institutional contexts and technological infrastructures. However, the weak linkage between the terms language and learning suggests that many TELT studies prioritize technological functionality over language-specific pedagogical processes. This finding indicates that technology is frequently framed as a general educational enhancer rather than as a theoretically grounded medium for language acquisition, supporting earlier concerns that TELT research often lacks explicit linguistic or second language acquisition (SLA) orientation (
                <xref ref-type="bibr" rid="ref33">Yang, 2024</xref>).</p>
            <p>This conceptual gap highlights a structural tension between technological innovation and pedagogical intentionality in TELT research. While previous studies have demonstrated the effectiveness of CALL, MALL, AI-based systems, chatbots, and immersive technologies (
                <xref ref-type="bibr" rid="ref16">Iftikhar, 2025</xref>; 
                <xref ref-type="bibr" rid="ref17">Karakaya &amp; Bozkurt, 2022</xref>; 
                <xref ref-type="bibr" rid="ref21">Mirzapour Kouhdasht, 2023</xref>), the bibliometric evidence suggests that these tools are commonly discussed in isolation from core language learning constructs. As a result, TELT research risks reproducing a technology-driven narrative in which pedagogical depth is secondary to technological novelty. This pattern aligns with 
                <xref ref-type="bibr" rid="ref2">Alakrash and Abdul Razak&#x2019;s (2021)</xref> observation that digital tools are often adopted as symbols of modernization rather than as pedagogically transformative instruments.</p>
            <p>By mapping longitudinal trends and thematic structures, this study extends existing TELT literature beyond case-based and experimental approaches, offering a macro-level understanding of how the field has developed conceptually over time. The findings underscore the need for future TELT research to move beyond instrumental adoption and toward stronger theoretical integration, particularly by aligning technological affordances with established language learning theories and pedagogical frameworks (
                <xref ref-type="bibr" rid="ref28">Rapanta et al., 2021</xref>). In this regard, the present bibliometric analysis contributes a critical lens through which TELT can be reconceptualized not merely as technology-supported education, but as a pedagogically grounded domain focused on meaningful language development in higher education contexts.</p>
        </sec>
        <sec id="sec19" sec-type="conclusion">
            <title>Conclusion</title>
            <p>This bibliometric analysis reveals a sustained growth of research on Technology-Enhanced Language Teaching (TELT) in universities from 2015 to 2024, particularly following the COVID-19 pandemic. While the literature increasingly emphasizes digital platforms and advanced technologies, the findings indicate that pedagogical integration of technology for language learning remains limited, as reflected by the weak conceptual linkage between language and learning. This suggests that technology is still predominantly treated as a supporting tool rather than as a core pedagogical component in language instruction. By mapping long-term research trends, this study highlights the need for future TELT research to adopt stronger pedagogical frameworks that align technological innovation with language acquisition goals. Limitations include reliance on Scopus-indexed publications and the use of VOSviewer, which may not capture deeper qualitative insights.</p>
        </sec>
    </body>
    <back>
        <sec id="sec22" sec-type="data-availability">
            <title>Data availability</title>
            <p>The datasets underlying this study are openly available in Zenodo at 
                <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5281/zenodo.20109349">https://doi.org/10.5281/zenodo.20109349</ext-link> (
                <xref ref-type="bibr" rid="ref26">Putra et al., 2026b</xref>). Data are available under the 
                <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International (CC-BY 4.0) license</ext-link>. The initial search identified 117 records. After the screening process based on the inclusion and exclusion criteria, 106 articles were retained and used for the final bibliometric analysis. The uploaded dataset contains the final screened articles used in this study.</p>
        </sec>
        <ack>
            <title>Acknowledgements</title>
            <p>We would like to express our sincere gratitude to the LPDP (Lembaga Pengelola Dana Pendidikan) for their support in the publication of this article. This research would not have been possible without the financial assistance provided by LPDP.</p>
        </ack>
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    <sub-article article-type="reviewer-report" id="report492566">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.201045.r492566</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Rivai</surname>
                        <given-names>Mantasiah</given-names>
                    </name>
                    <xref ref-type="aff" rid="r492566a1">1</xref>
                    <role>Referee</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-6151-5548</uri>
                </contrib>
                <aff id="r492566a1">
                    <label>1</label>Universitas Negeri Makassar, Makassar, South Sulawesi, Indonesia</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>18</day>
                <month>6</month>
                <year>2026</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2026 Rivai M</copyright-statement>
                <copyright-year>2026</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport492566" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.182137.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>reject</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>The Introduction fails to ground the study in established educational or linguistic theories.</p>
            <p> The Discussion is weak and fails to critically interpret the broader implications of the findings, offering generic conclusions instead of robust scholarly synthesis.</p>
            <p> This study suffers from fundamental methodological flaws, severe data underrepresentation, and a lack of depth in its bibliometric analysis that cannot be resolved through standard revisions. Therefore, I cannot recommend this manuscript for publication in its current form.&#x00a0;I strongly recommend a 
                <bold>Reject</bold> decision for this manuscript.</p>
            <p>Is the work clearly and accurately presented and does it cite the current literature?</p>
            <p>Partly</p>
            <p>If applicable, is the statistical analysis and its interpretation appropriate?</p>
            <p>Partly</p>
            <p>Are all the source data underlying the results available to ensure full reproducibility?</p>
            <p>Partly</p>
            <p>Is the study design appropriate and is the work technically sound?</p>
            <p>Partly</p>
            <p>Are the conclusions drawn adequately supported by the results?</p>
            <p>Partly</p>
            <p>Are sufficient details of methods and analysis provided to allow replication by others?</p>
            <p>Partly</p>
            <p>Reviewer Expertise:</p>
            <p>Language Education</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to state that I do not consider it to be of an acceptable scientific standard, for reasons outlined above.</p>
        </body>
    </sub-article>
</article>
