<?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.179102.1</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>AI Tools and Grammatical Performance in Arabic: A Student Perspective</article-title>
                <fn-group content-type="pub-status">
                    <fn>
                        <p>[version 1; peer review: 1 approved]</p>
                    </fn>
                </fn-group>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Abouelnour</surname>
                        <given-names>Moustafa Mohamed</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Funding Acquisition</role>
                    <role content-type="http://credit.niso.org/">Resources</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>ALQaydi</surname>
                        <given-names>Amna Musabbeh</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-1353-8999</uri>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Abou Adel</surname>
                        <given-names>Mohammed A.</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0000-0001-7987-5464</uri>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a2">2</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Al Mahamed</surname>
                        <given-names>Ahmad M.</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Funding Acquisition</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>Ibrahim</surname>
                        <given-names>Mona K</given-names>
                    </name>
                    <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>Abo Hamza</surname>
                        <given-names>Eid G.</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <xref ref-type="aff" rid="a5">5</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Telfah</surname>
                        <given-names>Sadeq M.</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Project Administration</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <xref ref-type="aff" rid="a6">6</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>University of Khorfakkan, Sharjah, United Arab Emirates</aff>
                <aff id="a2">
                    <label>2</label>United Arab Emirates University, Al Ain, Abu Dhabi, United Arab Emirates</aff>
                <aff id="a3">
                    <label>3</label>Abu Dhabi University, Abu Dhabi, Abu Dhabi, United Arab Emirates</aff>
                <aff id="a4">
                    <label>4</label>Al Ain University, Al Ain, Abu Dhabi, United Arab Emirates</aff>
                <aff id="a5">
                    <label>5</label>Tanta University, Tanta, Gharbia Governorate, Egypt</aff>
                <aff id="a6">
                    <label>6</label>Rabdan Academy, Abu Dhabi, Abu Dhabi, United Arab Emirates</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:adl70314@gmail.com">adl70314@gmail.com</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>5</month>
                <year>2026</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2026</year>
            </pub-date>
            <volume>15</volume>
            <elocation-id>672</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>9</day>
                    <month>4</month>
                    <year>2026</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2026 Abouelnour MM 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>
            </permissions>
            <self-uri content-type="pdf" xlink:href="https://f1000research.com/articles/15-672/pdf"/>
            <abstract>
                <sec>
                    <title>Abstract</title>
                    <sec>
                        <title>Background</title>
                        <p>This study investigates the impact of the latest AI-based technology, particularly; Generative AI (GAI), on the development of grammatical abilities among Arabic-speaking University graduates. Conducted at Al Ain University in the UAE, the study analyzes the different applications of Artificial Intelligence, including SIRI, Telegram, ALEXA, and ChatGPT, along with the LENGO application.</p>
                    </sec>
                    <sec>
                        <title>Methods</title>
                        <p>It employs several correlational methods such as correlation and multiple regressions, using SPSS, to analyze the results.</p>
                    </sec>
                    <sec>
                        <title>Results</title>
                        <p>Preliminary findings indicate a strong positive correlation between the use of GAI and the development of student&#x2019;s grammatical abilities. The findings also demonstrate that the use of ChatGPT and Telegram applications, among other GAI tools, has statistically, significant, beneficial effects on the development of student&#x2019;s grammatical skills.</p>
                    </sec>
                    <sec>
                        <title>Recommendations</title>
                        <p>The study recommends that future GAI tools be developed and tailored to include other less popular forms of the Arabic language, as well as to include more variety of structural complexities of the language. Finally, the Arabic language proficiency of students, and their career prospects, will be significantly improved by the complete integration of GAI tools into the educational curriculum.</p>
                    </sec>
                </sec>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>AI-Powered Learning</kwd>
                <kwd>Arabic Language Learning; Artificial Intelligence Tools; Educational technology; ChatGPT for Language Learning; Language learning; Mobile-Assisted Language Learning (MALL).</kwd>
            </kwd-group>
            <funding-group>
                <award-group id="fund-1">
                    <funding-source>Rabdan Academy</funding-source>
                </award-group>
                <funding-statement>The APC will be covered by [Rabdan Academy]. </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="sec1" sec-type="intro">
            <title>Introduction</title>
            <p>The 21
                <sup>st</sup> century is mainly driven by the rapid advancement of Artificial Intelligence, including Generative AI, which has introduced a transformative shift in the evolution of knowledge (
                <xref ref-type="bibr" rid="ref23">Bozkurt, 2023</xref>; 
                <xref ref-type="bibr" rid="ref29">Doshi &amp; Hauser, 2023</xref>; 
                <xref ref-type="bibr" rid="ref55">Lv, Z. 2023</xref>; 
                <xref ref-type="bibr" rid="ref71">Rane, 2023</xref>). AI and GAI have recently emerged as prominent domains of research attracting many researchers across different academic fields (
                <xref ref-type="bibr" rid="ref3">Ahmad et al., 2022</xref>; 
                <xref ref-type="bibr" rid="ref35">Gendron, Andrew, &amp; Cooper, 2021</xref>; 
                <xref ref-type="bibr" rid="ref91">Zhang et al., 2021</xref>). The advent of this technology has significantly influenced multiple fields, especially education, where the global recognition of GAI&#x2019;s potential to revolutionise learning settings is demonstrated in several previous studies, including 
                <xref ref-type="bibr" rid="ref24">Chen, Chen, &amp; Lin, 2020</xref>; 
                <xref ref-type="bibr" rid="ref47">Johnson, Coggburn, &amp; Llorens, 2022a</xref>; 
                <xref ref-type="bibr" rid="ref48">Johnson et al., 2022b</xref>; 
                <xref ref-type="bibr" rid="ref64">Morand&#x00ed;n-Ahuerma, 2023</xref>; 
                <xref ref-type="bibr" rid="ref76">Sapci &amp; Sapci, 2020</xref>; 
                <xref ref-type="bibr" rid="ref88">Wong et al., 2020</xref>). Consequently, there is a growing interest among educators and academics in exploring how AI in general, and GAI in particular, can enhance educational experiences through improved student learning outcomes (
                <xref ref-type="bibr" rid="ref34">Ga&#x0161;evi&#x0107;, Siemens, &amp; Sadiq, 2023</xref>; 
                <xref ref-type="bibr" rid="ref87">Wang et al., 2023</xref>). More importantly, the use of AI to facilitate the complex process of learning Arabic grammar has attracted considerable interest in the field of language education (
                <xref ref-type="bibr" rid="ref61">Mnasri &amp; Habbash, 2021</xref>; 
                <xref ref-type="bibr" rid="ref63">Morales et al., 2023</xref>; 
                <xref ref-type="bibr" rid="ref78">Shao et al., 2022</xref>; 
                <xref ref-type="bibr" rid="ref79">Shareef &amp; Irhayim, 2021</xref>; 
                <xref ref-type="bibr" rid="ref90">Younes et al., 2023</xref>).</p>
            <p>The literature extensively highlights the application of AI in educational environments, emphasizing its capacity to tailor learning trajectories, provide adaptive feedback, augment student involvement, and educators&#x2019; engagement (
                <xref ref-type="bibr" rid="ref28">Cukurova, Miao, &amp; Brooker, 2023</xref>; 
                <xref ref-type="bibr" rid="ref42">Hooda et al., 2022</xref>; 
                <xref ref-type="bibr" rid="ref43">Huang, Lu, &amp; Yang, 2022</xref>). Despite these developments, a considerable gap still persists in the utilization of AI technologies among university students in Arabic-speaking countries to improve their comprehension of Arabic grammar. According to 
                <xref ref-type="bibr" rid="ref4">Al Shobaki, El Talla and Al Najjar (2023)</xref>, Western and non-Western (including Arab) countries have recognised the significance of integrating AI technologies in education and research (
                <xref ref-type="bibr" rid="ref21">Bencsik, 2022</xref>; 
                <xref ref-type="bibr" rid="ref45">Huertas-Abril &amp; Palacios-Hidalgo, 2023</xref>; 
                <xref ref-type="bibr" rid="ref72">Rizk, 2019</xref>; 
                <xref ref-type="bibr" rid="ref84">Tachkov et al., 2022</xref>). AI and associated tools contribute in enhancing the decision-making process and improving education quality among learners (
                <xref ref-type="bibr" rid="ref66">Pedr&#x00f3; et al., 2019</xref>). Accordingly, several studies have emphasized the adoption of these applications in educational practices (
                <xref ref-type="bibr" rid="ref31">Forero-Corba &amp; Bennasar, 2023</xref>; 
                <xref ref-type="bibr" rid="ref44">Huang, Saleh, &amp; Liu, 2021</xref>; 
                <xref ref-type="bibr" rid="ref81">Sijing &amp; Lan, 2018</xref>; 
                <xref ref-type="bibr" rid="ref89">Yang, 2022</xref>).</p>
            <p>Apart from the aforementioned studies, there are a limited number of studies that investigate the use of AI applications in enhancing Arabic language performance among university students. For example, 
                <xref ref-type="bibr" rid="ref4">Al Shobaki, El Talla, and Al Najjar (2023)</xref> focused on improving Arabic language proficiency using AI tools in educational institutes. 
                <xref ref-type="bibr" rid="ref86">Viktorova and Mamchur (2021)</xref> focused solely on chatterbot tools in the Arabic context. Furthermore, 
                <xref ref-type="bibr" rid="ref50">Khalatia and Al-Romany (2020)</xref> explored the challenges associated with the use AI applications for Arabic language acquisition. Yet, this study did not examine any applications. Overall, a wide range of studies have investigated the applications of both AI and GAI to improve institutional performance (
                <xref ref-type="bibr" rid="ref58">Mao, Chen, &amp; Liu, 2023</xref>). Currently, several universities, including those in the Arab World, face various challenges in adopting AI tools for students (
                <xref ref-type="bibr" rid="ref53">Kuleto et al., 2021</xref>; 
                <xref ref-type="bibr" rid="ref80">Sharma et al., 2022</xref>). Accordingly, the current research explores the effectiveness of AI tools in enhancing Arabic grammar mastery among university students (
                <xref ref-type="bibr" rid="ref2">Abou Adel, 2022</xref>; 
                <xref ref-type="bibr" rid="ref69">Qiqieh et al., 2025</xref>). It attempts to provide educational institutions with essential information to develop Arabic language programs that effectively develop Arabic speakers&#x2019; grammatical skills through AI-based teaching methods. The study intends to achieve two objectives: first, it seeks to use advanced AI technology to produce better grammatical results, and second, it will provide a framework for integrating AI into the process of Arabic grammar acquisition among Arabic language speakers. There are currently few scholarly researches on the use of AI applications in various disciplines, including linguistics; nevertheless, limited studies have focused on grammatical performance improvement using AI.</p>
            <p>Based on the aforementioned, the present research seeks to address the following questions:
                <list list-type="order">
                    <list-item>
                        <label>1-</label>
                        <p>Do university students utilize AI tools in their academic works?</p>
                    </list-item>
                    <list-item>
                        <label>2-</label>
                        <p>To what extent do AI-based language tools help students at Al Ain University (UAE) develop their grammatical skills?</p>
                    </list-item>
                </list>
            </p>
        </sec>
        <sec id="sec2">
            <title>Literature review</title>
            <p>There is a gap in the existing literature regarding the use of AI in the acquisition of the Arabic language among university language learners. Limited research has investigated the influence of AI tools on language acquisition. 
                <xref ref-type="bibr" rid="ref13">Al-Raimi et al. (2024)</xref> and 
                <xref ref-type="bibr" rid="ref33">Gasaymeh et al. (2024)</xref> found that students exhibit a positive attitude towards AI tools, noting that they can attain better writing outcomes, save more time and receive instant feedback. 
                <xref ref-type="bibr" rid="ref22">Bensalem et al. (2024)</xref> raised a question on the impact of skill development within the framework of the current issue. The research indicated that the use of AI tools for creating conversational environments and syntax-based tools can significantly improve grammatical skills and language proficiency as evidenced research conducted by 
                <xref ref-type="bibr" rid="ref62">Mohammed and Ja&#x2019;ashan in 2025</xref> and 
                <xref ref-type="bibr" rid="ref12">Almineeai and Hezam in 2024</xref>. It was emphasized that guidance and ethical issues are fundamental prerequisites for realising the maximum benefits of AI tools, which are seen as a positive resource for students.</p>
            <p>
                <xref ref-type="bibr" rid="ref4">Al Shobaki et al. (2023)</xref> asserted that some studies, including those by 
                <xref ref-type="bibr" rid="ref10">Al-Masry and Agha (2021)</xref>, focused solely on similar AI applications, namely within digital media institutes in different Palestinian universities. The study conducted by 
                <xref ref-type="bibr" rid="ref6">Al-Atl (2012)</xref> investigated basic education institutes as its case study. 
                <xref ref-type="bibr" rid="ref59">Marie-Sainte et al. (2018)</xref> explored AI algorithms to assess their ability for automatic Arabic text processing. The algorithms must exhibit their effectiveness as this demonstration will improve the performance of language learning resources. AI applications in educational institutions create multiple learning pathways that enable students to learn Arabic grammar, which poses significant challenges. The research by 
                <xref ref-type="bibr" rid="ref65">Nael, ELmanyalawy, and Sharaf (2022)</xref> advanced this discipline by demonstrating how computational modelling functions as a valuable tool for teaching languages. The research comprehensively analysed the morphological aspects, and provided crucial insights to non-native speakers who face difficulties in mastering Arabic grammar and syntax.</p>
            <p>Numerous studies demonstrated how artificial intelligence technology assists non-native speakers of Arabic in their acquisition of the language. Researches on native Arabic speaker experiences remain limited as there is a lack of studies examining the advanced grammatical requirements of higher education professionals seeking to master their field. The study by 
                <xref ref-type="bibr" rid="ref83">Sylini (2020)</xref> investigated the role of artificial intelligence technology in facilitating Arabic language acquisition for non-native Arabic students in Saudi Arabia. The research by 
                <xref ref-type="bibr" rid="ref37">Habibulloh (2024)</xref> manifested that some AI tools enable automatic content correction and provide users with writing style recommendations and interactive learning materials which help users develop their skills. Several studies demonstrated that Arabic language teaching through artificial intelligence platforms produces favourable results, particularly in e-learning environments. In this context, many university students use AI tools such as ChatGPT, Grammarly and machine translation to complete different language learning tasks, including academic writing (
                <xref ref-type="bibr" rid="ref73">Rohmawaty et al., 2024</xref>; 
                <xref ref-type="bibr" rid="ref77">Selim, 2024</xref>; 
                <xref ref-type="bibr" rid="ref22">Bensalem et al., 2024</xref>). For instance, numerous machine learning techniques, including neural networks, have been used to facilitate the acquisition of the Arabic language from extensive text data, enabling AI models to understand the complexities of Arabic grammar and syntax (
                <xref ref-type="bibr" rid="ref15">Alsaleh &amp; Larabi-Marie-Sainte, 2021</xref>; 
                <xref ref-type="bibr" rid="ref38">Harrag &amp; Al-Qawasmah, 2010</xref>; 
                <xref ref-type="bibr" rid="ref82">Souri et al., 2018</xref>).</p>
            <p>Past studies suggested methods for integrating AI applications to improve Arabic teaching and acquisition, addressing challenges in their implementation (Abdel 
                <xref ref-type="bibr" rid="ref68">Qader, 2024</xref>). Nonetheless, the use of AI in Arabic language acquisition is seen as inevitable, with calls for supporting AI applications that serve Arabic at all linguistic levels (
                <xref ref-type="bibr" rid="ref18">Amayreh, 2024</xref>). AI presents promising prospects for Arabic language development, but also faces challenges that require ongoing efforts to improve the integration of Arabic within AI technologies (
                <xref ref-type="bibr" rid="ref9">Al-khafaji.
 B, 2025</xref>). Overall, numerous studies emphasize the need to integrate AI applications in educational institutions and raise technological awareness in academic settings (
                <xref ref-type="bibr" rid="ref57">Mahmoud, 2020</xref>; Al-Jmali.S,2024, 
                <xref ref-type="bibr" rid="ref39">Hassanein, N, 2024</xref>).</p>
        </sec>
        <sec id="sec3" sec-type="methods">
            <title>Methods</title>
            <p>This study investigates the impact of AI applications on the development of grammar skills among Arabic language learners. The case study was conducted on Al Ain University students. The study is carried out using a structured questionnaire distributed to university students. A total of 90 students were approached through a systematic sampling method to collect responses. First, the questionnaire was presented to each participant, who voluntarily agreed to participate. The questionnaire is structured on a five-point Likert scale, with answers ranging from 1 (Strongly Disagree) to 5 (Strongly Agree). The researchers collected responses from participants which they later analyzed through SPSS software. The researchers used SPSS as their primary statistical tool as it handles both descriptive and inferential statistical analysis according to 
                <xref ref-type="bibr" rid="ref85">Unegbu et al. (2020)</xref>. The researchers used SPSS to analyze data for identifying patterns between variables and determining how AI-based learning affected grammar development results.</p>
            <p>The researchers tested the reliability and validity of the measurement tools using SPSS software. The research team employed correlation and regression analysis methods to study how AI tools affect students&#x2019; grammar proficiency. The researchers also used Cronbach&#x2019;s Alpha to evaluate reliability and correlation analysis to establish validity. Students&#x2019; feedbacks were also used to analyze the research data.</p>
            <p>The researchers utilized AI-powered applications, such as ChatGPT, LENGO, SIRI, and Alexa together with Telegram-based grammar interactive learning tools as the independent variable. The dependent variable was the improvement in students&#x2019; grammatical proficiency which they measured through their personal experiences and responses to the structured questionnaire (GAI).</p>
            <sec id="sec4">
                <title>Ethical considerations and informed consent</title>
                <p>This study complied with the research ethics guidelines of Al Ain University. Ethical approval was obtained from the Institutional Review Board (Approval No. COP/AREC/AD/53). Participation was voluntary, written informed consent was obtained, and all responses were anonymized.</p>
            </sec>
        </sec>
        <sec id="sec5" sec-type="results">
            <title>Results</title>
            <sec id="sec6">
                <title>1. Data analysis</title>
                <p>1.1. Data Reliability Analysis</p>
                <p>The researchers employed reliability analysis with Cronbach&#x2019;s alpha in SPSS to maintain consistent and trustworthy results from their gathered data. The questionnaire items receive internal consistency evaluation through Cronbach&#x2019;s alpha, indicating the strength of the correlation among all items in the study. The study revealed an overall Cronbach&#x2019;s alpha coefficient of 0.978, exceeding the commonly accepted threshold of 0.70, which indicate high reliability. The researchers assessed the reliability of the entire questionnaire. The questionnaire successfully delivers trustworthy results which remain constant throughout different test groups.</p>
            </sec>
            <sec id="sec7">
                <title>1.2. Data validity and correlation analysis</title>
                <p>The researchers utilized correlational analysis to examine two aspects of their study: internal consistency and construct validity. They also employed Spearman correlation analysis to test the data validity. The analysis results are presented in 
                    <xref ref-type="table" rid="T1">
Table 1</xref>. The correlation values (r) range from &#x2212;1 to 1, where r&#x00a0;&gt;&#x00a0;0.7 indicates a strong positive correlation, values between 0.5 and 0.7 indicate a moderate positive correlation, and r&#x00a0;&lt;&#x00a0;0.5 represents a weak correlation.</p>
                <table-wrap id="T1" orientation="portrait" position="float">
                    <label>
Table 1. </label>
                    <caption>
                        <title>Spearman correlation analysis of data.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="8" rowspan="1" valign="top">Correlation Matrix</th>
                            </tr>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top"/>
                                <th align="left" colspan="1" rowspan="1" valign="top">Q1</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Q2</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Q3</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Q4</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Q5</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Q6</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
GAI</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Q1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.763
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.779
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.852
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.842
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.875
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.857
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Q2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.763
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.746
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.755
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.769
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.841
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.906
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Q3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.779
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.746
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.791
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.811
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.846
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.856
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Q4</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.852
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.755
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.791
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.905
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.933
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.860
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Q5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.842
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.769
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.811
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.905
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.927
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.869
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Q6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.875
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.841
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.846
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.933
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.927
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.907
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">GAI*</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.857
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.906
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.856
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.860
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.869
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.907
                                    <xref ref-type="table-fn" rid="tfn1">
                                        <sup>**</sup>
                                    </xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <fn-group content-type="footnotes">
                            <fn id="tfn1">
                                <label>**</label>
                                <p>Correlation is significant at the 0.01 level (2-tailed).</p>
                            </fn>
                            <fn id="tfn2">
                                <label>*</label>
                                <p>GAI represents the average responses of Q7 to Q10</p>
                            </fn>
                        </fn-group>
                    </table-wrap-foot>
                </table-wrap>
                <p>The high and significant Spearman correlations among items Q1&#x2013;Q6 indicate a strong interrelationship, suggesting they may be measuring a com mon underlying construct. This supports the internal consistency of the instrument. Moreover, the strong correlation between each item (Q1&#x2013;Q6) and the GAI (a composite score from Q7&#x2013;Q10) indicates convergent validity, showing that the items relate well to another theoretically relevant factor; hence, confirming the validity of the data.</p>
                <p>
                    <xref ref-type="table" rid="T1">
Table 1</xref> indicates that all correlations are significant at p-value &lt;0.01, demonstrating that the relationships are statistically reliable. GAI exhibits a strong positive correlations with all questions (r&#x00a0;&gt;&#x00a0;0.85), indicating that AI tools significantly impact grammatical skill development. The highest correlations are between GAI and Q2 (r&#x00a0;=&#x00a0;0.906) and GAI and Q6 (r&#x00a0;=&#x00a0;0.907), indicating that these aspects of AI usage are most predictive of overall impact.</p>
            </sec>
        </sec>
        <sec id="sec8">
            <title>2. Results of descriptive analysis</title>
            <p>The data was analysed using Likert measurement for each question. In this study, a total of 10 questions were asked to the students, and their responses were collected on a five-point Likert scale. The responses were analysed in SPSS and summarized in 
                <xref ref-type="fig" rid="f1">
Figure 1</xref>.</p>
            <fig fig-type="figure" id="f1" orientation="portrait" position="float">
                <label>
Figure 1. </label>
                <caption>
                    <title>Measurements of respondents on the likert scale.</title>
                </caption>
                <graphic id="gr1" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/197578/43448d03-e71d-41bc-aa0b-78ce2f2dedcb_figure1.gif"/>
            </fig>
            <p>
                <xref ref-type="fig" rid="f1">
Figure 1</xref> illustrates the data analysis for each question in the survey results. The results demonstrate that most respondents (79%) strongly agree or agree with the statement across all questions. On the other hand, the number of respondents disagreeing and strongly disagreeing with the statement is rather low, that is, below 5% in both cases. This implies that the respondents generally have a positive view of the statement, with a limited number of respondents expressing neutral and divergent views. The data obtained was also analysed using minimum, maximum, mean, and standard deviation measures, as illustrated in 
                <xref ref-type="table" rid="T2">
Table 2</xref>.</p>
            <table-wrap id="T2" orientation="portrait" position="float">
                <label>
Table 2. </label>
                <caption>
                    <title>Descriptive statistics analysis of data.</title>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="left" colspan="1" rowspan="1" valign="top">Question</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">N</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">MIN</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">MAX</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Mean</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">
STD</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">
                                <bold>Q.1:</bold> ChatGPT helps in enhancing your grammatical proficiency and provides intensive training for students.</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">90</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">1</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">4.66</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.76</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">
                                <bold>Q.2:</bold> The &#x201c;Rules and Questions in Grammar&#x201d; application contributes to enhancing the effectiveness of acquiring grammatical skills and improving the application of those skills.</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">90</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">1</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">4.76</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.61</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">
                                <bold>Q.3:</bold> Interaction via Telegram application contributes to guiding your learning and providing feedback to achieve sustainability and continuity in learning.</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">90</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">1</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">4.67</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.70</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">
                                <bold>Q.4:</bold> The use of the &#x201c;LENGO&#x201d; application contributes to understanding and monitoring the development of your skills in a logical progression, leading to a fundamental change in the effectiveness of your learning.</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">90</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">1</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">4.65</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.74</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">
                                <bold>Q.5:</bold> Using both (SIRI) and (ALEXA) contributes to developing your ability to interact and communicate effectively.</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">90</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">1</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">4.64</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.82</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">
                                <bold>Q.6:</bold> The development plan and feedback in the &#x201c;Language Clinic&#x201d; contribute effectively to the continuity of your learning.</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">90</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">1</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">4.71</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.64</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">
                                <bold>Q.7:</bold> Using artificial intelligence applications and language learning apps, along with feedback provided by the researchers, helps you in achieving tangible progress.</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">90</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">2</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">4.74</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.57</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">
                                <bold>Q.8:</bold> Your participation contributes to shaping the concept of self-directed learning via artificial intelligence applications and language learning apps, transforming learning into a sustainable lifestyle methodology.</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">90</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">1</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">4.70</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.66</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">
                                <bold>Q.9:</bold> Your participation has increased the general development of your grammatical performance.</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">90</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">1</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">4.73</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.62</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">
                                <bold>Q.10:</bold> The interaction inside and outside the classrooms contributes to developing your grammatical skills in general through peer learning.</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">90</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">1</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">5</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">4.69</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.68</td>
                        </tr>
                    </tbody>
                </table>
            </table-wrap>
            <p>In 
                <xref ref-type="table" rid="T1">
Table 1</xref>, the mean represents the average response on a Likert scale (1 to 5), where higher values indicate a strong agreement with the statement. This dataset indicates that all means range from 4.64 to 4.76, suggesting that the majority of respondents either &#x201c;agree&#x201d; or &#x201c;strongly agree&#x201d; with the questionnaire statements. Therefore, the students mostly agree with the positive application of AI-based tools in their learning environment. Moreover, the standard deviation (STD) measures differences in responses from the mean. The analyzed data showed that responses maintained consistent results because their standard deviation remained below 0.7. The data analysis used percentage agreement in addition to mean and standard deviation. The responses of agree and strongly agree were combined and interpreted as shown in 
                <xref ref-type="table" rid="T3">
Table 3</xref>.</p>
            <table-wrap id="T3" orientation="portrait" position="float">
                <label>
Table 3. </label>
                <caption>
                    <title>Question-level of agreement and interpretation.</title>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="left" colspan="1" rowspan="1" valign="top">Question</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Agreement %</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Interpretation</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Q.1</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">93.2%</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">High agreement, with some variation.</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Q.2</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">95.2%</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Strong agreement with minimal variation.</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Q.3</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">93.4%</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">High agreement, with slightly more diverse responses.</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Q.4</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">93.0%</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">High agreement, with more variation compared to Q.2.</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Q.5</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">92.8%</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">High agreement, with more variability compared to other questions.</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Q.6</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">94.2%</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Strong agreement with consistent responses.</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Q.7</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">94.8%</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Strong agreement with most consistent responses.</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Q.8</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">94.0%</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Strong agreement with little variation.</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Q.9</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">94.6%</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Strong agreement with minimal variation.</td>
                        </tr>
                        <tr>
                            <td align="center" colspan="1" rowspan="1" valign="middle">Q.10</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">93.8%</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">High agreement, with moderate variation.</td>
                        </tr>
                    </tbody>
                </table>
            </table-wrap>
            <p>
                <xref ref-type="table" rid="T3">
Table 3</xref> shows that all questions received high mean scores (&gt;4.6), reflecting strong agreement among participants. For Q.2 (M&#x00a0;=&#x00a0;4.76, STD&#x00a0;=&#x00a0;0.61) and Q.7 (M&#x00a0;=&#x00a0;4.74, STD&#x00a0;=&#x00a0;0.57), the highest and most consistent agreement was observed. The relatively low standard deviations for these items indicate that participants rated them highly and consistently, demonstrating a strong consensus in their responses.</p>
            <sec id="sec9">
                <title>2.1 ANOVA and regression analysis</title>
                <p>The ANOVA and regression analysis were conducted in SPSS, and the results are presented in 
                    <xref ref-type="table" rid="T4">
Table 4</xref> and 
                    <xref ref-type="table" rid="T5">
Table 5</xref>, respectively.</p>
                <table-wrap id="T4" orientation="portrait" position="float">
                    <label>
Table 4. </label>
                    <caption>
                        <title>ANOVA test analysis.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Model</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Sum of squares</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">df</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Mean square</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">F</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Sig.</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>Regression</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">28.697</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">4.783</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">167.289</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.000
                                    <sup>b</sup>
                                </td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>Residual</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2.373</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">83</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.029</td>
                                <td colspan="1" rowspan="1"/>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>Total</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">31.070</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">89</td>
                                <td colspan="1" rowspan="1"/>
                                <td colspan="1" rowspan="1"/>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
                <table-wrap id="T5" orientation="portrait" position="float">
                    <label>
Table 5. </label>
                    <caption>
                        <title>Regression analysis of items.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Model</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">B</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">t</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Sig.</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">(Constant)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.501</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3.401</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.001</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">ChatGPT helps in enhancing your grammatical proficiency and provides intensive training for students.</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.112</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2.173</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.033</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">The &#x201c;Rules and Questions in Grammar&#x201d; application contributes to enhancing the effectiveness of acquiring grammatical skills and improving the application of those skills.</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.440</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">8.097</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.000</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Interaction via Telegram application contributes to guiding your learning and providing feedback to achieve sustainability and continuity in learning.</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.189</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3.856</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.000</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">The use of the &#x201c;LENGO&#x201d; application contributes to understanding and monitoring the development of your skills in a logical progression, leading to a fundamental change in the effectiveness of your learning.</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.104</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.466</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.146</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Using both (SIRI) and (ALEXA) contributes to developing your ability to interact and communicate effectively.</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.090</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.458</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.149</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">The development plan and feedback in the &#x201c;Language Clinic&#x201d; contribute effectively to the continuity of your learning.</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;.038</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;.341</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">.734</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
                <p>The Significance (p-value) in 
                    <xref ref-type="table" rid="T4">
Table 4</xref> indicates a value of 0.000, demonstrating that the regression model achieves high statistical significance. The independent variables (Q1&#x2013;Q6) show a major effect on the GAI score according to this research. The model fit assessment reveals an F-Statistic of 167.289, indicating that the model accounts for a major part of the changes in the dependent variable. The results demonstrate that AI applications significantly correlate with enhancements in grammatical proficiency. The Regression Sum of Squares (28.697) exceeds the Residual Sum (2.373), indicating that the predictors account for most of the GAI variability while only leaving a small portion of the data unexplained. The AI-related questions (Q1&#x2013;Q6) significantly contribute to the perceived impact of AI on grammar development. The model proves to be highly predictive because students&#x2019; grammatical learning experiences depend on how they use AI.</p>
                <p>
                    <xref ref-type="table" rid="T5">
Table 5</xref> demonstrates that the &#x201c;Rules &amp; Questions in Grammar&#x201d; (B&#x00a0;=&#x00a0;0.440, p&#x00a0;=&#x00a0;0.000) has the strongest and most significant impact. The study demonstrates that structured grammar rules provide the most effective method for teaching students grammar skills. The study yields that ChatGPT (B&#x00a0;=&#x00a0;0.112, p&#x00a0;=&#x00a0;0.033) has a substantial impact on improving grammar skills. It also indicates that Telegram interaction (B&#x00a0;=&#x00a0;0.189, p&#x00a0;=&#x00a0;0.000) has a significant impact because users receive immediate feedback during their real-time interactions. LENGO (B&#x00a0;=&#x00a0;0.104, p&#x00a0;=&#x00a0;0.146) and SIRI &amp; ALEXA (B&#x00a0;=&#x00a0;0.090, p&#x00a0;=&#x00a0;0.149) do not significantly contribute to grammar improvement. Additionally, voice-based AI tools provide less effective results compared to both interactive systems and structured platforms. The negative B value of &#x2212;0.038, and the p value of 0.734, show that this feedback-based tool does not affect learning outcomes.</p>
            </sec>
        </sec>
        <sec id="sec10" sec-type="discussion">
            <title>Discussion</title>
            <p>Students strongly agree that ChatGPT is useful for improving their grammar skills as evidenced an average score of 4.66, and a mean score of 93.2% (
                <xref ref-type="fig" rid="f1">
Figure 1</xref>) for &#x201c;agree and strongly agree&#x201d;. This indicates the achievement of the learning objectives of the study. Regression analysis showed that ChatGPT was useful in improving grammar skills (B&#x00a0;=&#x00a0;0.112, p&#x00a0;=&#x00a0;0.033). This was similarly concluded by Al Al Shobaki, El Talla, and Al Najjar (2023) who recommended Institutions to promote the use of AI for students to improve their work efficiency and proficiency. The impact of ChatGPT on improving grammar skills was positive for only 6.8% of the participants. This is explained by the absence of training and practice coupled with the intensity of training. Therefore, ChatGPT is still useless for students.</p>
            <p>Respondents to the &#x201c;Rules and Questions in Grammar&#x201d; application item confirmed that learning grammatical skills through this application leads to better application performance. The positive impact of AI tools for assisting students with grammar rules and questions needed evaluation, which resulted in a high agreement rate and a mean score of 4.76. The application demonstrates its maximum impact on grammar skills through its most vital function according to regression analysis results (B&#x00a0;=&#x00a0;0.440, p&#x00a0;=&#x00a0;0.000). The program requires intensive exercises, which most study participants used because it assesses learners&#x2019; level while directing them to practical exercises that help them improve their weak areas.</p>
            <p>These findings correspond with 
                <xref ref-type="bibr" rid="ref86">Viktorova and Mamchur (2021)</xref>, who recommend Telegram and similar apps for assessing learners&#x2019; abilities. The evaluation of the LENGO application item shows that 93.0% of students who participated in the study confirmed that LENGO helped them track their grammar skill progress over time which resulted in better learning outcomes. The mean score reached 4.65, indicating a very strong agreement among participants. The regression analysis manifests that LENGO did not provide a significant effect (B&#x00a0;=&#x00a0;0.104, p&#x00a0;=&#x00a0;0.146). According to 
                <xref ref-type="bibr" rid="ref17">Alzahrani (2022)</xref> AI tools, including LENGO help students and teachers solve language problems which Arabic-speaking students experience. LENGO provides complete assessment solutions for reading, writing, speaking, and listening abilities which enable users to assess their current skill level and discover their development needs. LENGO provides tracking capabilities, which allow users to see their progress through its easy-to-use reporting system and analytical features that assist learners in maintaining their language study objectives through motivation.</p>
            <p>The students described their experience with language-assisting tools, such as Siri and Alexa, noting that these tools facilitated prompts, offered translation services, and delivered grammar explanations. The study reveals that 92.8% of participants agreed that these tools helped improve their communication skills using proper language rules. The regression analysis demonstrates that their contribution to grammar improvement did not reach statistical significance at a level (B&#x00a0;=&#x00a0;0.090, p&#x00a0;=&#x00a0;0.149). Siri and Alexa enable users to communicate effectively by responding to voice commands issued in standard Arabic as they do not comprehend other Arabic dialects. The tools enable students to practice language skills through vocabulary acquisition, grammar rules learning, and exercise practice serving as their language partner. The study results received confirmation through the research of 
                <xref ref-type="bibr" rid="ref27">C&#x00f3;ndor-Herrera et al. (2022)</xref> which yielded that Alexa usage improved language learning results among students particularly in communication skill development.</p>
            <p>Students exhibited positive feedback regarding the development plan for the Language Clinic. They demonstrated a 94.2% agreement with the plan giving an average score of 4.71. The &#x201c;Language Clinic&#x201d; did not show any significant effect on grammar improvement according to the regression analysis results showing B at &#x2212;0.038 and p at 0.734. The Language Clinic develops customized educational programs which assess students&#x2019; strengths and weaknesses before providing specific learning materials for development. 5.8% of the participants showed either disagreement or neutral response about its usefulness. 
                <xref ref-type="bibr" rid="ref17">Alzahrani (2022)</xref> confirmed these results through a systematic review demonstrating that AI applications help students learn continuously.</p>
            <p>Students achieved a 94.8% agreement rate that AI applications together with language learning applications and researcher feedback enabled them to obtain measurable advancements in their language abilities. The regression analysis demonstrated how these tools impact language learning results. 
                <xref ref-type="bibr" rid="ref11">Almelhes (2023)</xref> confirmed these results in his research illustrating how AI-based applications solve language problems while improving students&#x2019; performance. The research manifested that students experienced great improvements in their ability to study independently when they used AI tools. The study demonstrated that 94.0% of participants believed AI tools changed their learning practices into continuous sustainable learning methods which they demonstrated through a mean score of 4.70. The analysis showed a strong positive correlation between self-directed learning and academic achievements.</p>
            <p>The results showed that AI systems used to assess student performance created customized learning pathways which resulted in continuous student development and engagement. This also aligned with Jim (2023), who found ChatGPT to be a highly effective learning tool. The tool helped students choose their topics to study while they found resources and performed their learning tasks. The study showed that all students intended to use ChatGPT for SDL after graduation, demonstrating its effectiveness in boosting self-directed learning.</p>
            <p>The analysis demonstrated a mean score of 4.73, indicating that students had a favorable view of their grammatical skills. The correlation analysis showed strong positive correlations with AI tool usage while the regression analysis established that AI applications played a crucial role in helping students achieve grammatical proficiency. The current results support Almelhes&#x2019;s research (
                <xref ref-type="bibr" rid="ref11">2023</xref>), demonstrating that AI algorithms successfully enhanced students&#x2019; academic results in grammar and linguistics. The participant responses show that AI technology helps students fix their grammatical mistakes while they work to master the language. The study found that 93.8% of students agreed with the statement that their peer interactions inside and outside the classroom helped them develop their grammatical skills which led to a mean score of 4.69. Peer learning improves communication abilities among students because it helps them share information which leads to better grammar skills.</p>
            <p>The correlation analysis revealed a strong positive correlation between peer learning and grammar development. The study provided examples which showed how peer learning supported language development. The results confirmed the findings of Muhammad Sabri et al. (2025), manifesting that AI technology can assist university students in both group learning activities and their grammar acquisition.</p>
            <p>The general results of this study have clearly confirmed that university students frequently utilize AI tools in their studies. Generally, local students tend to agree upon the usage of different AI tools, as 93.2% of students use ChatGPT, 95.2% of them use the &#x201c;Rules and Questions in Grammar&#x201d; application, and 93.4% of them utilize Telegram. It has been found that the usage of AI tools in educational settings in Al Ain University is associated with students&#x2019; engagement, exhibiting strong positive correlations between these two variables.</p>
            <p>The study also confirmed that AI-based language tools significantly enhance and sustain students&#x2019; grammatical skills at Al Ain University. Correlation analysis revealed strong positive relationships (r&#x00a0;&gt;&#x00a0;0.85) between the use of AI tools and grammatical proficiency. Regression analysis further showed that tools like &#x201c;Rules and Questions in Grammar&#x201d; (B&#x00a0;=&#x00a0;0.440, p&#x00a0;=&#x00a0;0.000), ChatGPT (B&#x00a0;=&#x00a0;0.112, p&#x00a0;=&#x00a0;0.033), and Telegram (B&#x00a0;=&#x00a0;0.189, p&#x00a0;=&#x00a0;0.000) had meaningful effects on improving grammar skills. The consistently high average scores, ranging from 4.64 to 4.76 across different tools, highlight the ongoing improvement in students&#x2019; grammatical abilities enabled by AI technologies.</p>
            <p>AI has been used to enhance grammar and language learning in several languages including Spanish (
                <xref ref-type="bibr" rid="ref46">Huete-Garc&#x00ed;a &amp; Tarp, 2024</xref>; M&#x00e1;rquez 
                <xref ref-type="bibr" rid="ref32">Garc&#x00ed;a &amp; Salgado, 2019</xref>), German (
                <xref ref-type="bibr" rid="ref51">Kharis et al., 2022</xref>), Italian (
                <xref ref-type="bibr" rid="ref54">Lo Bosco, Pilato, &amp; Schicchi, 2021</xref>), French (
                <xref ref-type="bibr" rid="ref74">Safitri et al., 2021</xref>), Chinese (
                <xref ref-type="bibr" rid="ref56">Ma &amp; Chen, 2024</xref>), and among others. However, each language faces different types of challenges, given its structure, syntax, and semantics. One of the challenges AI tools encounter in grammar learning is addressing grammar irregularities. Some studies have measured the complexity and amount of irregularities in different languages (
                <xref ref-type="bibr" rid="ref30">Ehret et al., 2023</xref>). It has been reported that the Russian and Arabic languages score high on complexity measures, making it more difficult to develop AI tools to understand their grammar. These studies should be taken into account while developing complex AI tools for grammar and language learning.</p>
            <sec id="sec11">
                <title>Future study directions</title>
                <p>A new Arabic chatbot called Tayseer was recently launched (
                    <xref ref-type="bibr" rid="ref5">Alabbas &amp; Alomar, 2024</xref>). However, since this software was introduced subsequent to the present study, further research should explore the potential of Arabic chatbots in facilitating learning. As previously discussed, many AI and GAI tools use formal standard Arabic. However, formal Arabic is very different from colloquial Arabic (El Zarka &amp; Hellmuth, 2009), which limits the use of AI tools among some Arabic-Speaking populations. Additionally, colloquial Arabic has many dialects, including Levantine, Egyptian, Maghrebi, and Gulf, as explained by 
                    <xref ref-type="bibr" rid="ref41">Holes (2018)</xref>. Developing AI tools capable of processing these various dialects would expand their utility among Arabic speakers. This will increase their adoption within Arabic-Speaking communities.</p>
                <p>AI can provide personalised (i.e., individualised) approaches to learning and education, allowing students to learn in different ways, guided by AI input. For example, AI techniques can help provide detailed and tailored feedback to low-performing students, thus scaffolding their performance. Voice-enabled AI techniques have become popular among Western and non-Western populations. However, future research should investigate the prevalence of text-enabled versus voice-enabled AI tools and how each impacts learning performance and quality.</p>
            </sec>
        </sec>
        <sec id="sec12">
            <title>Conclusions and recommendations</title>
            <p>The study findings demonstrated that artificial intelligence applications play a key role in improving students&#x2019; grammatical skills. Correlation and regression analyses confirm that AI tools like &#x201c;Rules and Questions in Grammar,&#x201d; ChatGPT, and Telegram significantly boost grammar abilities, providing personalized support, flexible learning options, and instant feedback. The study also yielded that Incorporating AI into language learning programs encourages student motivation and active participation, which leads to continuous language development. However, tools like LENGO, Siri, and Alexa, although beneficial, demonstrated limited statistical significance in grammar improvement.</p>
            <p>To maximize the effectiveness of AI applications in language learning, the following recommendations are proposed:
                <list list-type="order">
                    <list-item>
                        <label>1.</label>
                        <p>Incorporate language-based knowledge and skills using AI applications in student activities inside and outside the classroom.</p>
                    </list-item>
                    <list-item>
                        <label>2.</label>
                        <p>Ensure educators are adequately trained to implement AI tools effectively and continuously assess the impact of these tools on student learning outcomes.</p>
                    </list-item>
                    <list-item>
                        <label>3.</label>
                        <p>Recognize the importance of integrating AI into Arabic language education at all levels to tackle specific linguistic challenges.</p>
                    </list-item>
                </list>
            </p>
            <sec id="sec13">
                <title>Implications of the study</title>
                <p>The utilization of AI applications to enhance grammar performance, as evidenced by this investigation, open several avenues for future research. Findings of this study provide practical implications for educational practice, particularly regarding the integration of AI into Arabic grammar instruction. The strong positive correlations and significant regression results highlight the effectiveness of AI tools such as ChatGPT, &#x201c;Rules and Questions in Grammar,&#x201d; and Telegram in improving grammatical proficiency. These findings suggest that AI technologies should be systematically incorporated into Arabic language curricula across educational levels to enhance learning outcomes.</p>
                <p>The study highlights that educational institutions should invest in professional development programs to train educators. Additionally, these programs must effectively incorporate AI tools to ensure that technology integration addresses the diverse linguistic needs within the Arabic language. Policymakers are encouraged to develop and fund initiatives that support research and the application of AI in education, making these technologies accessible and effective across various learning environments.</p>
            </sec>
        </sec>
        <sec id="sec14">
            <title>Ethical considerations</title>
            <p>The study was reviewed by the Institutional Review Board of Al Ain University and was granted exemption status (Approval No. COP/AREC/AD/53). Participation was voluntary, written informed consent was obtained from all participants, and all data were anonymized.</p>
        </sec>
    </body>
    <back>
        <sec id="sec17" sec-type="data-availability">
            <title>Data availability</title>
            <sec id="sec18">
                <title>Underlying data</title>
                <p>The data supporting this study are openly available on OSF at: 
                    <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.17605/OSF.IO/BJGWA">

                        <bold>https://doi.org/10.17605/OSF.IO/BJGWA</bold>
</ext-link> 
                    <bold>(</bold>
                    <xref ref-type="bibr" rid="ref1">

                        <bold>Abouelnour et al.,
</bold> 
                        <bold>2026</bold>
                    </xref>
                    <bold>).</bold>
                </p>
                <p>This project contains the following underlying data:
                    <list list-type="bullet">
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Approval of AAU Ethics Committee.pdf</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>A questionnaire measuring.xlsx</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Full Questionnaire.xlsx</p>
                        </list-item>
                    </list>
                </p>
                <p>Data are available under the terms of the 
                    <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International license (CC-BY 4.0)</ext-link>.</p>
            </sec>
        </sec>
        <ref-list>
            <title>References</title>
            <ref id="ref1">
                <mixed-citation publication-type="other">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Abouelnour</surname>
                            <given-names>MM</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Alqaydi</surname>
                            <given-names>AM</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Adel</surname>
                            <given-names>MA</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>AI Tools and Grammatical Performance in Arabic A Student Perspective.</article-title>
                    <year>2026, March 15</year>.
                    <pub-id pub-id-type="doi">10.17605/OSF.IO/BJGWA</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref2">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Abou Adel</surname>
                            <given-names>MA</given-names>
                        </name>
</person-group>:
                    <article-title>Towards an advanced interactive e-learning for the language.</article-title>
                    <source>

                        <italic toggle="yes">Arab World English Journal (AWEJ), Special Issue on CALL</italic>
</source>
                    <year>2022</year>;<volume>8</volume>:<fpage>330</fpage>&#x2013;<lpage>340</lpage>.
                    <pub-id pub-id-type="doi">10.24093/awej/call8.22</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref3">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Ahmad</surname>
                            <given-names>SF</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Alam</surname>
                            <given-names>MM</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Rahmat</surname>
                            <given-names>MK</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Academic and administrative role of artificial intelligence in education.</article-title>
                    <source>

                        <italic toggle="yes">Sustainability</italic>
</source>
                    <year>2022</year>;<volume>14</volume>(<issue>3</issue>):<fpage>1101</fpage>.
                    <pub-id pub-id-type="doi">10.3390/su14031101</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref4">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Al- Shobaki</surname>
                            <given-names>M</given-names>
                        </name>

                        <name name-style="western">
                            <surname>El Talla</surname>
                            <given-names>S</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Najjar</surname>
                            <given-names>A</given-names>
                        </name>
</person-group>:
                    <article-title>The level of using artificial intelligence applications as a modern trend among training institutions in Palestine.</article-title>
                    <source>

                        <italic toggle="yes">International Journal of Academic Information Systems Research (IJAISR)</italic>
</source>
                    <year>2023</year>;<volume>7</volume>(<issue>7</issue>):<fpage>36</fpage>&#x2013;<lpage>48</lpage>.</mixed-citation>
            </ref>
            <ref id="ref5">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Alabbas</surname>
                            <given-names>A</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Alomar</surname>
                            <given-names>K</given-names>
                        </name>
</person-group>:
                    <article-title>Tayseer: a novel AI-Powered Arabic Chatbot framework for technical and vocational student helpdesk services and enhancing student interactions.</article-title>
                    <source>

                        <italic toggle="yes">Appl. Sci.</italic>
</source>
                    <year>2024</year>;<volume>14</volume>(<issue>6</issue>):<fpage>2547</fpage>.
                    <pub-id pub-id-type="doi">10.3390/app14062547</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref6">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Al-Atl</surname>
                            <given-names>M</given-names>
                        </name>
</person-group>:
                    <article-title>The Role of Artificial Intelligence in Education from the Point of View of Students of the College of Basic Education in the State of Kuwait.</article-title>
                    <source>

                        <italic toggle="yes">Journal of Educational Research and Studies</italic>
</source>
                    <year>2012</year>;<volume>1</volume>(<issue>1</issue>):<fpage>30</fpage>&#x2013;<lpage>64</lpage>.</mixed-citation>
            </ref>
            <ref id="ref9">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Al-Khafaji</surname>
                            <given-names>B</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Artificial intelligence and the Arabic language: Between prospects and challenges</italic>
</source>
                    <publisher-name>Lark</publisher-name>;<year>2025</year>.</mixed-citation>
            </ref>
            <ref id="ref10">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Al-Masry</surname>
                            <given-names>N</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Al-Agha</surname>
                            <given-names>M</given-names>
                        </name>
</person-group>:
                    <article-title>The Impact of Artificial Intelligence in the Field of Communication Technology on Organizational Immunity in Light of the Characteristics of Digital Media as a Mediating Variable in Palestinian Universities.</article-title>
                    <source>

                        <italic toggle="yes">Journal of Economics and Business Studies</italic>
</source>
                    <year>2021</year>;<volume>8</volume>(<issue>1</issue>):<fpage>406</fpage>&#x2013;<lpage>435</lpage>.
                    <pub-id pub-id-type="doi">10.36602/jebs.2021.v08.01.18</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref11">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Almelhes</surname>
                            <given-names>SA</given-names>
                        </name>
</person-group>:
                    <article-title>A review of Artificial Intelligence adoption in Second-Language Learning.</article-title>
                    <source>

                        <italic toggle="yes">Theory and Practice in Language Studies</italic>
</source>
                    <year>2023</year>;<volume>13</volume>(<issue>5</issue>):<fpage>1259</fpage>&#x2013;<lpage>1269</lpage>.
                    <pub-id pub-id-type="doi">10.17507/tpls.1305.21</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref12">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Almineeai</surname>
                            <given-names>AMS</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Hezam</surname>
                            <given-names>T a H</given-names>
                        </name>
</person-group>:
                    <article-title>AI- powered applications for Enhancing Syntax abilities: Perceptions of English program undergraduates at the University of Bisha.</article-title>
                    <source>

                        <italic toggle="yes">Annals of Ain Shams University</italic>
</source>
                    <year>2024</year>;<volume>52</volume>(<issue>11</issue>):<fpage>336</fpage>&#x2013;<lpage>350</lpage>.
                    <pub-id pub-id-type="doi">10.21608/aafu.2024.380951</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref13">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Al-Raimi</surname>
                            <given-names>M</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Mudhsh</surname>
                            <given-names>BA</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Al-Yafaei</surname>
                            <given-names>Y</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Utilizing artificial intelligence tools for improving writing skills: Exploring Omani EFL learners&#x2019; perspectives.</article-title>
                    <source>

                        <italic toggle="yes">Forum for Linguistic Studies</italic>
</source>
                    <year>2024</year>;<volume>6</volume>(<issue>2</issue>).
                    <pub-id pub-id-type="doi">10.59400/fls.v6i2.1177</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref15">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Alsaleh</surname>
                            <given-names>D</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Larabi-Marie-Sainte</surname>
                            <given-names>S</given-names>
                        </name>
</person-group>:
                    <article-title>Arabic text classification using convolutional neural network and genetic algorithms.</article-title>
                    <source>

                        <italic toggle="yes">IEEE Access</italic>
</source>
                    <year>2021</year>;<volume>9</volume>:<fpage>91670</fpage>&#x2013;<lpage>91685</lpage>.
                    <pub-id pub-id-type="doi">10.1109/access.2021.3091376</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref17">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Alzahrani</surname>
                            <given-names>A</given-names>
                        </name>
</person-group>:
                    <article-title>A systematic review of artificial intelligence in education in the arab world.</article-title>
                    <source>

                        <italic toggle="yes">Revista Amazonia Investiga</italic>
</source>
                    <year>2022</year>;<volume>11</volume>(<issue>54</issue>):<fpage>293</fpage>&#x2013;<lpage>305</lpage>.
                    <pub-id pub-id-type="doi">10.34069/ai/2022.54.06.28</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref18">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Amayreh</surname>
                            <given-names>M</given-names>
                        </name>
</person-group>:
                    <article-title>The reality of the Arabic language in artificial intelligence applications: A descriptive applied study.</article-title>
                    <source>

                        <italic toggle="yes">Dirasat Human and Social Sciences</italic>
</source>
                    <year>2024</year>;<volume>52</volume>(<issue>2</issue>):<fpage>459</fpage>&#x2013;<lpage>471</lpage>.
                    <pub-id pub-id-type="doi">10.35516/hum.v52i2.6352</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref21">
                <mixed-citation publication-type="other">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Bencsik</surname>
                            <given-names>A</given-names>
                        </name>
</person-group>:
                    <chapter-title>ARTIFICIAL INTELLIGENCE IN THE MIDDLE EAST EUROPEAN COUNTRIES.</chapter-title>
                    <source>

                        <italic toggle="yes">Anthem Press eBooks</italic>
</source>
                    <year>2022</year>; pp.<fpage>52</fpage>&#x2013;<lpage>62</lpage>.
                    <pub-id pub-id-type="doi">10.2307/j.ctv270kv9x.11</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref22">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Bensalem</surname>
                            <given-names>E</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Harizi</surname>
                            <given-names>R</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Boujlida</surname>
                            <given-names>A</given-names>
                        </name>
</person-group>:
                    <article-title>Exploring undergraduate students&#x2019; usage and perceptions of AI writing tools.</article-title>
                    <source>

                        <italic toggle="yes">Global Journal of Foreign Language Teaching</italic>
</source>
                    <year>2024</year>;<volume>14</volume>(<issue>2</issue>):<fpage>53</fpage>&#x2013;<lpage>65</lpage>.
                    <pub-id pub-id-type="doi">10.18844/gjflt.v14i2.9344</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref23">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Bozkurt</surname>
                            <given-names>A</given-names>
                        </name>
</person-group>:
                    <article-title>Generative artificial intelligence (AI) powered conversational educational agents: The inevitable paradigm shift.</article-title>
                    <source>

                        <italic toggle="yes">Zenodo (CERN European Organization for Nuclear Research).</italic>
</source>
                    <year>2023</year>.
                    <pub-id pub-id-type="doi">10.5281/zenodo.7716416</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref24">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Chen</surname>
                            <given-names>L</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Chen</surname>
                            <given-names>P</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Lin</surname>
                            <given-names>Z</given-names>
                        </name>
</person-group>:
                    <article-title>Artificial Intelligence in Education: a review.</article-title>
                    <source>

                        <italic toggle="yes">IEEE Access</italic>
</source>
                    <year>2020</year>;<volume>8</volume>:<fpage>75264</fpage>&#x2013;<lpage>75278</lpage>.
                    <pub-id pub-id-type="doi">10.1109/access.2020.2988510</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref27">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>C&#x00f3;ndor-Herrera</surname>
                            <given-names>O</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Cruz-C&#x00e1;rdenas</surname>
                            <given-names>J</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Ramos-Galarza</surname>
                            <given-names>C</given-names>
                        </name>
</person-group>:
                    <article-title>Implementing Alexa virtual assistant in learning a new language: Students&#x2019; perception analysis.</article-title>
                    <source>

                        <italic toggle="yes">AHFE International.</italic>
</source>
                    <year>2022</year>.
                    <pub-id pub-id-type="doi">10.54941/ahfe1002519</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref28">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Cukurova</surname>
                            <given-names>M</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Miao</surname>
                            <given-names>X</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Brooker</surname>
                            <given-names>R</given-names>
                        </name>
</person-group>:
                    <chapter-title>Adoption of Artificial intelligence in schools: Unveiling factors influencing teachers&#x2019; engagement.</chapter-title>
                    <source>

                        <italic toggle="yes">Lecture notes in computer science</italic>
</source>
                    <year>2023</year>; pp.<fpage>151</fpage>&#x2013;<lpage>163</lpage>.
                    <pub-id pub-id-type="doi">10.1007/978-3-031-36272-9_13</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref29">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Doshi</surname>
                            <given-names>AR</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Hauser</surname>
                            <given-names>O</given-names>
                        </name>
</person-group>:
                    <article-title>Generative artificial intelligence enhances creativity.</article-title>
                    <source>

                        <italic toggle="yes">SSRN Electron. J.</italic>
</source>
                    <year>2023</year>.
                    <pub-id pub-id-type="doi">10.2139/ssrn.4535536</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref30">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Ehret</surname>
                            <given-names>K</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Berdicevskis</surname>
                            <given-names>A</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Bentz</surname>
                            <given-names>C</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Measuring language complexity: challenges and opportunities.</article-title>
                    <source>

                        <italic toggle="yes">Linguistics Vanguard</italic>
</source>
                    <year>2023</year>;<volume>9</volume>(<issue>s1</issue>):<fpage>1</fpage>&#x2013;<lpage>8</lpage>.
                    <pub-id pub-id-type="doi">10.1515/lingvan-2022-0133</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref31">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Forero-Corba</surname>
                            <given-names>W</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Bennasar</surname>
                            <given-names>FN</given-names>
                        </name>
</person-group>:
                    <article-title>T&#x00e9;cnicas y aplicaciones del Machine Learning e Inteligencia Artificial en educaci&#x00f3;n: una revisi&#x00f3;n sistem&#x00e1;tica.</article-title>
                    <source>

                        <italic toggle="yes">RIED Revista Iberoamericana De Educaci&#x00f3;n a Distancia</italic>
</source>
                    <year>2023</year>;<volume>27</volume>(<issue>1</issue>):<fpage>209</fpage>&#x2013;<lpage>253</lpage>.
                    <pub-id pub-id-type="doi">10.5944/ried.27.1.37491</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref32">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Garc&#x00ed;a</surname>
                            <given-names>LM</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Salgado</surname>
                            <given-names>AG</given-names>
                        </name>
</person-group>:
                    <chapter-title>ANN-Based model for simple grammatical cases teaching in Spanish language.</chapter-title>
                    <source>

                        <italic toggle="yes">Advances in intelligent systems and computing</italic>
</source>
                    <year>2019</year>; pp.<fpage>442</fpage>&#x2013;<lpage>453</lpage>.
                    <pub-id pub-id-type="doi">10.1007/978-3-030-32022-5_41</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref33">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Gasaymeh</surname>
                            <given-names>AM</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Beirat</surname>
                            <given-names>MA</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Qbeita</surname>
                            <given-names>A a A</given-names>
                        </name>
</person-group>:
                    <article-title>University students&#x2019; insights of Generative Artificial Intelligence (AI) writing tools.</article-title>
                    <source>

                        <italic toggle="yes">Educ. Sci.</italic>
</source>
                    <year>2024</year>;<volume>14</volume>(<issue>10</issue>):<fpage>1062</fpage>.
                    <pub-id pub-id-type="doi">10.3390/educsci14101062</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref34">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Ga&#x0161;evi&#x0107;</surname>
                            <given-names>D</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Siemens</surname>
                            <given-names>G</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Sadiq</surname>
                            <given-names>S</given-names>
                        </name>
</person-group>:
                    <article-title>Empowering learners for the age of artificial intelligence.</article-title>
                    <source>

                        <italic toggle="yes">Computers and Education Artificial Intelligence</italic>
</source>
                    <year>2023</year>;<volume>4</volume>:<fpage>100130</fpage>.
                    <pub-id pub-id-type="doi">10.1016/j.caeai.2023.100130</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref35">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Gendron</surname>
                            <given-names>Y</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Andrew</surname>
                            <given-names>J</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Cooper</surname>
                            <given-names>C</given-names>
                        </name>
</person-group>:
                    <article-title>The perils of artificial intelligence in academic publishing.</article-title>
                    <source>

                        <italic toggle="yes">Crit. Perspect. Account.</italic>
</source>
                    <year>2021</year>;<volume>87</volume>:<fpage>102411</fpage>.
                    <pub-id pub-id-type="doi">10.1016/j.cpa.2021.102411</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref37">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Habibulloh</surname>
                            <given-names>MH</given-names>
                        </name>
</person-group>:
                    <article-title>Using artificial intelligence-based educational applications to develop Arabic writing skills.</article-title>
                    <source>

                        <italic toggle="yes">Al-Tadris: Journal of Arabic Language</italic>
</source>
                    <year>2024</year>.</mixed-citation>
            </ref>
            <ref id="ref38">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Harrag</surname>
                            <given-names>F</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Al-Qawasmah</surname>
                            <given-names>E</given-names>
                        </name>
</person-group>:
                    <article-title>Improving Arabic Text Categorization Using Neural Network with SVD.</article-title>
                    <source>

                        <italic toggle="yes">J. Digit. Inf. Manag.</italic>
</source>
                    <year>2010</year>;<volume>8</volume>(<issue>4</issue>):<fpage>233</fpage>&#x2013;<lpage>239</lpage>.
                    <ext-link ext-link-type="uri" xlink:href="http://www.dline.info/fpaper/jdim/v8i4/2.pdf">Reference Source</ext-link>
                </mixed-citation>
            </ref>
            <ref id="ref39">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Hassanein</surname>
                            <given-names>N</given-names>
                        </name>
</person-group>:
                    <article-title>
                        <italic toggle="yes">Employing artificial intelligence to serve the Arabic language from the teachers&#x2019; point of view.</italic>
                    </article-title>
                    <source>

                        <italic toggle="yes">Ma&#x011f;alla&#x1e97; Al-&#x02bf; Ul&#x016b;m Al-Mutaqadimah Lil-&#x1e62;i&#x1e25;a&#x1e97; Al-Nafssiyya&#x1e97; Wa Al-Tarbiyya&#x1e97; Al-H&#x0100;&#x1e63;a&#x1e97;</italic>
</source>
                    <year>2024</year>; (<issue>5</issue>):<fpage>358</fpage>&#x2013;<lpage>384</lpage>.
                    <pub-id pub-id-type="doi">10.21608/jasps.2023.314062</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref41">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Holes</surname>
                            <given-names>C</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Arabic Historical Dialectology: Linguistic and Sociolinguistic Approaches</italic>
</source>
                    <publisher-name>Oxford University Press</publisher-name>;<year>2018</year>; vol.<volume>30</volume>.</mixed-citation>
            </ref>
            <ref id="ref42">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Hooda</surname>
                            <given-names>M</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Rana</surname>
                            <given-names>C</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Dahiya</surname>
                            <given-names>O</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Artificial intelligence for assessment and feedback to enhance student success in higher education.</article-title>
                    <source>

                        <italic toggle="yes">Math. Probl. Eng.</italic>
</source>
                    <year>2022</year>;<volume>2022</volume>:<fpage>1</fpage>&#x2013;<lpage>19</lpage>.
                    <pub-id pub-id-type="doi">10.1155/2022/5215722</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref43">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Huang</surname>
                            <given-names>AY</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Lu</surname>
                            <given-names>OH</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Yang</surname>
                            <given-names>SJ</given-names>
                        </name>
</person-group>:
                    <article-title>Effects of artificial Intelligence&#x2013;Enabled personalized recommendations on learners&#x2019; learning engagement, motivation, and outcomes in a flipped classroom.</article-title>
                    <source>

                        <italic toggle="yes">Comput. Educ.</italic>
</source>
                    <year>2022</year>;<volume>194</volume>:<fpage>104684</fpage>.
                    <pub-id pub-id-type="doi">10.1016/j.compedu.2022.104684</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref44">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Huang</surname>
                            <given-names>J</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Saleh</surname>
                            <given-names>S</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Liu</surname>
                            <given-names>Y</given-names>
                        </name>
</person-group>:
                    <article-title>A review on Artificial intelligence in education. 
                        <italic toggle="yes">Academic.</italic>
                    </article-title>
                    <source>

                        <italic toggle="yes">J. Interdiscip. Stud.</italic>
</source>
                    <year>2021</year>;<volume>10</volume>(<issue>3</issue>):<fpage>206</fpage>.
                    <pub-id pub-id-type="doi">10.36941/ajis-2021-0077</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref45">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Huertas-Abril</surname>
                            <given-names>CA</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Palacios-Hidalgo</surname>
                            <given-names>FJ</given-names>
                        </name>
</person-group>:
                    <article-title>New Possibilities of Artificial Intelligence-Assisted Language Learning (AIALL): Comparing Visions from the East and the West.</article-title>
                    <source>

                        <italic toggle="yes">Educ. Sci.</italic>
</source>
                    <year>2023</year>;<volume>13</volume>(<issue>12</issue>):<fpage>1234</fpage>.
                    <pub-id pub-id-type="doi">10.3390/educsci13121234</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref46">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Huete-Garc&#x00ed;a</surname>
                            <given-names>&#x00c1;</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Tarp</surname>
                            <given-names>S</given-names>
                        </name>
</person-group>:
                    <article-title>Training an AI-based writing assistant for Spanish learners: the usefulness of chatbots and the indispensability of human-assisted intelligence.</article-title>
                    <source>

                        <italic toggle="yes">Lexikos</italic>
</source>
                    <year>2024</year>;<volume>34</volume>.
                    <pub-id pub-id-type="doi">10.5788/34-1-1862</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref47">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Johnson</surname>
                            <given-names>B a M</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Coggburn</surname>
                            <given-names>JD</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Llorens</surname>
                            <given-names>JJ</given-names>
                        </name>
</person-group>:
                    <article-title>Artificial intelligence and Public Human Resource Management: Questions for research and practice.</article-title>
                    <source>

                        <italic toggle="yes">Public Personnel Management</italic>
</source>
                    <year>2022a</year>;<volume>51</volume>(<issue>4</issue>):<fpage>538</fpage>&#x2013;<lpage>562</lpage>.
                    <pub-id pub-id-type="doi">10.1177/00910260221126498</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref48">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Johnson</surname>
                            <given-names>PC</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Laurell</surname>
                            <given-names>C</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Ots</surname>
                            <given-names>M</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Digital innovation and the effects of artificial intelligence on firms&#x2019; research and development &#x2013; Automation or augmentation, exploration or exploitation?.</article-title>
                    <source>

                        <italic toggle="yes">Technol. Forecast. Soc. Chang.</italic>
</source>
                    <year>2022b</year>;<volume>179</volume>:<fpage>121636</fpage>.
                    <pub-id pub-id-type="doi">10.1016/j.techfore.2022.121636</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref50">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Khalatia</surname>
                            <given-names>M</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Al-Romanyb</surname>
                            <given-names>TAH</given-names>
                        </name>
</person-group>:
                    <article-title>Artificial Intelligence Development and Challenges (Arabic Language as a Model).</article-title>
                    <source>

                        <italic toggle="yes">Artif. Intell.</italic>
</source>
                    <year>2020</year>;<volume>13</volume>(<issue>5</issue>):<fpage>83</fpage>&#x2013;<lpage>105</lpage>.
                    <ext-link ext-link-type="uri" xlink:href="https://www.ijicc.net/images/vol_13/Iss_5/13578_Khalati_2020_E_R.pdf">Reference Source</ext-link>
                </mixed-citation>
            </ref>
            <ref id="ref51">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Kharis</surname>
                            <given-names>M</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Sch&#x00f6;n</surname>
                            <given-names>S</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Hidayat</surname>
                            <given-names>E</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Development of a chatbot app for interactive German grammar learning.</article-title>
                    <source>

                        <italic toggle="yes">International Journal of Emerging Technologies in Learning (iJET)</italic>
</source>
                    <year>2022</year>;<volume>17</volume>(<issue>14</issue>):<fpage>52</fpage>&#x2013;<lpage>63</lpage>.
                    <pub-id pub-id-type="doi">10.3991/ijet.v17i14.31323</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref53">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Kuleto</surname>
                            <given-names>V</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Ili&#x0107;</surname>
                            <given-names>M</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Dumangiu</surname>
                            <given-names>M</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Exploring opportunities and challenges of artificial intelligence and machine learning in higher education institutions.</article-title>
                    <source>

                        <italic toggle="yes">Sustainability</italic>
</source>
                    <year>2021</year>;<volume>13</volume>(<issue>18</issue>):<fpage>10424</fpage>.
                    <pub-id pub-id-type="doi">10.3390/su131810424</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref54">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Lo Bosco</surname>
                            <given-names>G</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Pilato</surname>
                            <given-names>G</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Schicchi</surname>
                            <given-names>D</given-names>
                        </name>
</person-group>:
                    <article-title>DeepEva: A deep neural network architecture for assessing sentence complexity in Italian and English languages.</article-title>
                    <source>

                        <italic toggle="yes">Array</italic>
</source>
                    <year>2021</year>;<volume>12</volume>:<fpage>100097</fpage>.
                    <pub-id pub-id-type="doi">10.1016/j.array.2021.100097</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref55">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Lv</surname>
                            <given-names>Z</given-names>
                        </name>
</person-group>:
                    <article-title>Generative artificial intelligence in the metaverse era.</article-title>
                    <source>

                        <italic toggle="yes">Cognitive Robotics</italic>
</source>
                    <year>2023</year>;<volume>3</volume>:<fpage>208</fpage>&#x2013;<lpage>217</lpage>.
                    <pub-id pub-id-type="doi">10.1016/j.cogr.2023.06.001</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref56">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Ma</surname>
                            <given-names>J</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Chen</surname>
                            <given-names>L</given-names>
                        </name>
</person-group>:
                    <article-title>Algorithm design and application of grammatical structure and function learning in Chinese writing for intelligent analysis.</article-title>
                    <source>

                        <italic toggle="yes">Applied Mathematics and Nonlinear Sciences</italic>
</source>
                    <year>2024</year>;<volume>9</volume>(<issue>1</issue>).
                    <pub-id pub-id-type="doi">10.2478/amns-2024-0500</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref57">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Mahmoud</surname>
                            <given-names>AM</given-names>
                        </name>
</person-group>:
                    <article-title>Artificial intelligence applications An Introduction to Education Development in the light of Corona Virus Pandemic (COVID-19) Challenges.</article-title>
                    <source>

                        <italic toggle="yes">International Journal of Research in Educational Sciences</italic>
</source>
                    <year>2020</year>;<volume>3</volume>(<issue>4</issue>):<fpage>171</fpage>&#x2013;<lpage>224</lpage>.
                    <pub-id pub-id-type="doi">10.29009/ijres.3.4.4</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref58">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Mao</surname>
                            <given-names>J</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Chen</surname>
                            <given-names>B</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Liu</surname>
                            <given-names>JC</given-names>
                        </name>
</person-group>:
                    <article-title>Generative Artificial intelligence in Education and its implications for assessment.</article-title>
                    <source>

                        <italic toggle="yes">TechTrends</italic>
</source>
                    <year>2023</year>;<volume>68</volume>(<issue>1</issue>):<fpage>58</fpage>&#x2013;<lpage>66</lpage>.
                    <pub-id pub-id-type="doi">10.1007/s11528-023-00911-4</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref59">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Marie-Sainte</surname>
                            <given-names>SL</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Alalyani</surname>
                            <given-names>N</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Alotaibi</surname>
                            <given-names>S</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Arabic Natural Language Processing and Machine Learning-Based Systems.</article-title>
                    <source>

                        <italic toggle="yes">IEEE Access</italic>
</source>
                    <year>2018</year>;<volume>7</volume>:<fpage>7011</fpage>&#x2013;<lpage>7020</lpage>.
                    <pub-id pub-id-type="doi">10.1109/access.2018.2890076</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref61">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Mnasri</surname>
                            <given-names>S</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Habbash</surname>
                            <given-names>M</given-names>
                        </name>
</person-group>:
                    <article-title>Study of the influence of Arabic mother tongue on the English language using a hybrid artificial intelligence method.</article-title>
                    <source>

                        <italic toggle="yes">Interact. Learn. Environ.</italic>
</source>
                    <year>2021</year>;<volume>31</volume>(<issue>9</issue>):<fpage>5568</fpage>&#x2013;<lpage>5581</lpage>.
                    <pub-id pub-id-type="doi">10.1080/10494820.2021.2012809</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref62">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Mohammed</surname>
                            <given-names>GMS</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Ja&#x2019;ashan</surname>
                            <given-names>MMNH</given-names>
                        </name>
</person-group>:
                    <article-title>Exploring the effect of AI-Driven Contextual Conversations on EFL grammar learning at university level in Saudi Arabia.</article-title>
                    <source>

                        <italic toggle="yes">Journal of Ecohumanism</italic>
</source>
                    <year>2025</year>;<volume>3</volume>(<issue>8</issue>).
                    <pub-id pub-id-type="doi">10.62754/joe.v3i8.5790</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref63">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Morales</surname>
                            <given-names>U</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Lopez</surname>
                            <given-names>V</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Joanan</surname>
                            <given-names>S</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Artificial Intelligence as a Support for Arabic Language Learning in Higher Education with VOSviewer Analysis.</article-title>
                    <source>

                        <italic toggle="yes">Journal International Inspire Education Technology</italic>
</source>
                    <year>2023</year>;<volume>1</volume>(<issue>3</issue>):<fpage>25</fpage>&#x2013;<lpage>37</lpage>.
                    <pub-id pub-id-type="doi">10.55849/jiiet.v1i3.207</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref64">
                <mixed-citation publication-type="other">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Morand&#x00ed;n-Ahuerma</surname>
                            <given-names>F</given-names>
                        </name>
</person-group>:
                    <article-title>Ten UNESCO Recommendations on the Ethics of Artificial Intelligence.</article-title>
                    <year>2023</year>.
                    <ext-link ext-link-type="uri" xlink:href="https://www.researchgate.net/publication/374234687_Ten_UNESCO_Recommendations_on_the_Ethics_of_Artificial_Intelligence">Reference Source</ext-link>
                </mixed-citation>
            </ref>
            <ref id="ref65">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Nael</surname>
                            <given-names>O</given-names>
                        </name>

                        <name name-style="western">
                            <surname>ELmanyalawy</surname>
                            <given-names>Y</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Sharaf</surname>
                            <given-names>N</given-names>
                        </name>
</person-group>:
                    <article-title>AraScore: A deep learning-based system for Arabic short answer scoring.</article-title>
                    <source>

                        <italic toggle="yes">Array</italic>
</source>
                    <year>2022</year>;<volume>13</volume>:<fpage>100109</fpage>.
                    <pub-id pub-id-type="doi">10.1016/j.array.2021.100109</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref66">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Pedr&#x00f3;</surname>
                            <given-names>F</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Subosa</surname>
                            <given-names>M</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Rivas</surname>
                            <given-names>A</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Artificial intelligence in education: challenges and opportunities for sustainable development.</article-title>
                    <source>

                        <italic toggle="yes">MINISTERIO DE EDUCACI&#x00d3;N.</italic>
</source>
                    <year>2019</year>.
                    <ext-link ext-link-type="uri" xlink:href="https://hdl.handle.net/20.500.12799/6533">Reference Source</ext-link>
                </mixed-citation>
            </ref>
            <ref id="ref68">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Qader</surname>
                            <given-names>PD a RMMA</given-names>
                        </name>
</person-group>:
                    <article-title>Suggested scenarios for artificial intelligence application roles in enriching Arabic education and learning.</article-title>
                    <source>

                        <italic toggle="yes">Arid International Journal of Educational and Physcological Sciences</italic>
</source>
                    <year>2024</year>;<fpage>236</fpage>&#x2013;<lpage>318</lpage>.
                    <pub-id pub-id-type="doi">10.36772/arid.aijeps.2024.5911</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref69">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Qiqieh</surname>
                            <given-names>S</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Hussein</surname>
                            <given-names>E</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Adel</surname>
                            <given-names>MA</given-names>
                        </name>
</person-group>:
                    <article-title>The impact of WhatsApp on first-year students&#x2019; transition to university life.</article-title>
                    <source>

                        <italic toggle="yes">Frontiers in Education</italic>
</source>
                    <year>2025</year>;<volume>10</volume>.
                    <pub-id pub-id-type="doi">10.3389/feduc.2025.1552278</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref71">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Rane</surname>
                            <given-names>N</given-names>
                        </name>
</person-group>:
                    <article-title>ChatGPT and similar Generative Artificial Intelligence (AI) for smart Industry: Role, Challenges and Opportunities for Industry 4.0, Industry 5.0 and Society 5.0.</article-title>
                    <source>

                        <italic toggle="yes">SSRN Electron. J.</italic>
</source>
                    <year>2023</year>.
                    <pub-id pub-id-type="doi">10.2139/ssrn.4603234</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref72">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Rizk</surname>
                            <given-names>N</given-names>
                        </name>
</person-group>:
                    <article-title>Artificial intelligence and Inequality in the Middle East: The Political Economy of Inclusion.</article-title>
                    <source>

                        <italic toggle="yes">SSRN Electron. J.</italic>
</source>
                    <year>2019</year>.
                    <ext-link ext-link-type="uri" xlink:href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3659290">Reference Source</ext-link>
                </mixed-citation>
            </ref>
            <ref id="ref73">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Rohmawaty</surname>
                            <given-names>EN</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Hilmi</surname>
                            <given-names>D</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Uqba</surname>
                            <given-names>MSS</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Peran Artificial Intelligence (AI) dalam Pembelajaran Bahasa Arab Mahasiswa Pascasarjana UIN Maulana Malik Ibrahim Malang.</article-title>
                    <source>

                        <italic toggle="yes">Khatulistiwa Jurnal Pendidikan Dan Sosial Humaniora</italic>
</source>
                    <year>2024</year>;<volume>4</volume>(<issue>3</issue>):<fpage>316</fpage>&#x2013;<lpage>328</lpage>.
                    <pub-id pub-id-type="doi">10.55606/khatulistiwa.v4i3.4023</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref74">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Safitri</surname>
                            <given-names>F</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Hardini</surname>
                            <given-names>TI</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Setiadi</surname>
                            <given-names>R</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Usability Measurement: Chatbot as a pedagogical support for learning French grammar.</article-title>
                    <source>

                        <italic toggle="yes">Advances in Social Science, Education and Humanities Research/Advances in Social Science, Education and Humanities Research.</italic>
</source>
                    <year>2021</year>.
                    <pub-id pub-id-type="doi">10.2991/assehr.k.211119.042</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref76">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Sapci</surname>
                            <given-names>AH</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Sapci</surname>
                            <given-names>HA</given-names>
                        </name>
</person-group>:
                    <article-title>Artificial Intelligence Education and Tools for Medical and Health Informatics Students: Systematic review.</article-title>
                    <source>

                        <italic toggle="yes">JMIR Medical Education</italic>
</source>
                    <year>2020</year>;<volume>6</volume>(<issue>1</issue>):<fpage>e19285</fpage>.
                    <pub-id pub-id-type="pmid">32602844</pub-id>
                    <pub-id pub-id-type="doi">10.2196/19285</pub-id>
                    <pub-id pub-id-type="pmcid">PMC7367541</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref77">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Selim</surname>
                            <given-names>ASM</given-names>
                        </name>
</person-group>:
                    <article-title>The Transformative Impact of AI-Powered Tools on Academic Writing: Perspectives of EFL University students.</article-title>
                    <source>

                        <italic toggle="yes">International Journal of English Linguistics</italic>
</source>
                    <year>2024</year>;<volume>14</volume>(<issue>1</issue>):<fpage>14</fpage>.
                    <pub-id pub-id-type="doi">10.5539/ijel.v14n1p14</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref78">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Shao</surname>
                            <given-names>S</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Alharir</surname>
                            <given-names>S</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Hariri</surname>
                            <given-names>S</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <chapter-title>2022 IEEE/ACS 19th International Conference on Computer Systems and Applications (AICCSA).</chapter-title>
                    <source>

                        <italic toggle="yes">AI-based Arabic Language and Speech Tutor</italic>
</source>
                    <year>2022</year>; pp.<fpage>1</fpage>&#x2013;<lpage>8</lpage>.
                    <pub-id pub-id-type="doi">10.1109/aiccsa56895.2022.10017924</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref79">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Shareef</surname>
                            <given-names>SR</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Irhayim</surname>
                            <given-names>YF</given-names>
                        </name>
</person-group>:
                    <article-title>A review: Isolated Arabic Words Recognition using Artificial Intelligent Techniques.</article-title>
                    <source>

                        <italic toggle="yes">J. Phys. Conf. Ser.</italic>
</source>
                    <year>2021</year>;<volume>1897</volume>(<issue>1</issue>):<fpage>012026</fpage>.
                    <pub-id pub-id-type="doi">10.1088/1742-6596/1897/1/012026</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref80">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Sharma</surname>
                            <given-names>H</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Soetan</surname>
                            <given-names>T</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Farinloye</surname>
                            <given-names>T</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <chapter-title>AI Adoption in Universities in Emerging Economies: Prospects, Challenges and Recommendations.</chapter-title>
                    <source>

                        <italic toggle="yes">Re-imagining Educational Futures in Developing Countries: Lessons from Global Health Crises</italic>
</source>
                    <year>2022</year>; pp.<fpage>159</fpage>&#x2013;<lpage>174</lpage>.
                    <pub-id pub-id-type="doi">10.1007/978-3-030-88234-1_9</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref81">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Sijing</surname>
                            <given-names>L</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Lan</surname>
                            <given-names>W</given-names>
                        </name>
</person-group>:
                    <chapter-title>2018 13th International Conference on Computer Science &amp; Education (ICCSE).</chapter-title>
                    <source>

                        <italic toggle="yes">Artificial Intelligence Education Ethical Problems and Solutions</italic>
</source>
                    <year>2018</year>; pp.<fpage>1</fpage>&#x2013;<lpage>5</lpage>.
                    <pub-id pub-id-type="doi">10.1109/iccse.2018.8468773</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref82">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Souri</surname>
                            <given-names>A</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Maazouzi</surname>
                            <given-names>ZE</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Achhab</surname>
                            <given-names>MA</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <chapter-title>Arabic text generation using recurrent neural networks.</chapter-title>
                    <source>

                        <italic toggle="yes">Communications in computer and information science</italic>
</source>
                    <year>2018</year>; pp.<fpage>523</fpage>&#x2013;<lpage>533</lpage>.
                    <pub-id pub-id-type="doi">10.1007/978-3-319-96292-4_41</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref83">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Sylini</surname>
                            <given-names>B</given-names>
                        </name>
</person-group>:
                    <article-title>The Experience of the Kingdom of Saudi Arabia in Teaching Arabic to Non-Native Speakers through the Lexicon of the Arabic Lexicon: A Study in Cultural Vocabulary.</article-title>
                    <source>

                        <italic toggle="yes">University of Mentouri Constantine - Faculty of Arts and Languages - Department of Arabic Language and its Literature</italic>
</source>
                    <year>2020</year>;<volume>20</volume>(<issue>1</issue>):<fpage>283</fpage>&#x2013;<lpage>302</lpage>.
                    <ext-link ext-link-type="uri" xlink:href="https://asjp.cerist.dz/en/article/129623?utm_source=chatgpt.com">Reference Source</ext-link>
                </mixed-citation>
            </ref>
            <ref id="ref84">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Tachkov</surname>
                            <given-names>K</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Zemplenyi</surname>
                            <given-names>A</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Kamusheva</surname>
                            <given-names>M</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Barriers to use artificial intelligence methodologies in health technology assessment in Central and East European countries.</article-title>
                    <source>

                        <italic toggle="yes">Front. Public Health</italic>
</source>
                    <year>2022</year>;<volume>10</volume>:<fpage>921226</fpage>.
                    <pub-id pub-id-type="pmid">35910914</pub-id>
                    <pub-id pub-id-type="doi">10.3389/fpubh.2022.921226</pub-id>
                    <pub-id pub-id-type="pmcid">PMC9330148</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref85">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Unegbu</surname>
                            <given-names>H</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Yawas</surname>
                            <given-names>D</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Dan-Asabe</surname>
                            <given-names>B</given-names>
                        </name>
</person-group>:
                    <article-title>An investigation of the relationship between project performance measures and project management practices of construction projects for the construction industry in Nigeria.</article-title>
                    <source>

                        <italic toggle="yes">Journal of King Saud University - Engineering Sciences</italic>
</source>
                    <year>2020</year>;<volume>34</volume>(<issue>4</issue>):<fpage>240</fpage>&#x2013;<lpage>249</lpage>.
                    <pub-id pub-id-type="doi">10.1016/j.jksues.2020.10.001</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref86">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Viktorova</surname>
                            <given-names>L</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Mamchur</surname>
                            <given-names>K</given-names>
                        </name>
</person-group>:
                    <article-title>THE USE OF ARTIFICIAL INTELLIGENCE FOR ARABIC LEARNING.</article-title>
                    <source>

                        <italic toggle="yes">Priority areas for development of scientific research: domestic and foreign experience.</italic>
</source>
                    <year>2021</year>.
                    <pub-id pub-id-type="doi">10.30525/978-9934-26-049-0-16</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref87">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Wang</surname>
                            <given-names>H</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Fu</surname>
                            <given-names>T</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Du</surname>
                            <given-names>Y</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Scientific discovery in the age of artificial intelligence.</article-title>
                    <source>

                        <italic toggle="yes">Nature</italic>
</source>
                    <year>2023</year>;<volume>620</volume>:<fpage>47</fpage>&#x2013;<lpage>60</lpage>.
                    <pub-id pub-id-type="doi">10.1038/s41586-023-06221-2</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref88">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Wong</surname>
                            <given-names>GKW</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Ma</surname>
                            <given-names>X</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Dillenbourg</surname>
                            <given-names>P</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Broadening artificial intelligence education in K-12.</article-title>
                    <source>

                        <italic toggle="yes">ACM Inroads</italic>
</source>
                    <year>2020</year>;<volume>11</volume>(<issue>1</issue>):<fpage>20</fpage>&#x2013;<lpage>29</lpage>.
                    <pub-id pub-id-type="doi">10.1145/3381884</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref89">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Yang</surname>
                            <given-names>W</given-names>
                        </name>
</person-group>:
                    <article-title>Artificial Intelligence education for young children: Why, what, and how in curriculum design and implementation.</article-title>
                    <source>

                        <italic toggle="yes">Computers and Education Artificial Intelligence</italic>
</source>
                    <year>2022</year>;<volume>3</volume>:<fpage>100061</fpage>.
                    <pub-id pub-id-type="doi">10.1016/j.caeai.2022.100061</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref90">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Younes</surname>
                            <given-names>MB</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Smadi</surname>
                            <given-names>AM</given-names>
                        </name>

                        <name name-style="western">
                            <surname>AbuSeileek</surname>
                            <given-names>A</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>The Influence of Gender on EFL learners&#x2019; Discourse Functions in a CMC Environment.</article-title>
                    <source>

                        <italic toggle="yes">International Journal of Arabic-English Studies</italic>
</source>
                    <year>2023</year>;<volume>23</volume>(<issue>2</issue>):<fpage>195</fpage>&#x2013;<lpage>210</lpage>.
                    <pub-id pub-id-type="doi">10.33806/ijaes.v23i2.460</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref91">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Zhang</surname>
                            <given-names>B</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Anderljung</surname>
                            <given-names>M</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Kahn</surname>
                            <given-names>L</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Ethics and Governance of Artificial Intelligence: Evidence from a Survey of Machine Learning Researchers.</article-title>
                    <source>

                        <italic toggle="yes">J. Artif. Intell. Res.</italic>
</source>
                    <year>2021</year>;<volume>71</volume>.
                    <pub-id pub-id-type="doi">10.1613/jair.1.12895</pub-id>
                </mixed-citation>
            </ref>
        </ref-list>
    </back>
    <sub-article article-type="reviewer-report" id="report483222">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.197578.r483222</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Mohamed</surname>
                        <given-names>Amr Mahmoud Abdeldaim</given-names>
                    </name>
                    <xref ref-type="aff" rid="r483222a1">1</xref>
                    <role>Referee</role>
                    <uri content-type="orcid">https://orcid.org/0000-0003-3891-963X</uri>
                </contrib>
                <aff id="r483222a1">
                    <label>1</label>North Private College of Nursing, Arar, Saudi Arabia</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>11</day>
                <month>5</month>
                <year>2026</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2026 Mohamed AMA</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="relatedArticleReport483222" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.179102.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>approve</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>Although the reference list is extensive (too many), the study would benefit from including more recent references (2025&#x2013;2026), particularly given the rapid pace of AI-related research. Incorporating the latest studies could help contextualize the findings within current scholarly discussions and highlight emerging trends, tools, and pedagogical implications relevant to the topic.</p>
            <p> The methodology section would benefit from a clearer and more detailed description of the sample characteristics, including relevant demographic information. In addition, the authors are encouraged to provide a more explicit explanation of the data collection procedures and the data analysis methods used in the study to enhance transparency and replicability.</p>
            <p> It is recommended that the pedagogical implications be moved to the end of the discussion section to improve the overall flow and organization of the manuscript. Additionally, the study limitations should be presented before the recommendations section to provide a clearer structure and better contextualize the proposed future directions.</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>Yes</p>
            <p>Are all the source data underlying the results available to ensure full reproducibility?</p>
            <p>Yes</p>
            <p>Is the study design appropriate and is the work technically sound?</p>
            <p>Yes</p>
            <p>Are the conclusions drawn adequately supported by the results?</p>
            <p>Yes</p>
            <p>Are sufficient details of methods and analysis provided to allow replication by others?</p>
            <p>Yes</p>
            <p>Reviewer Expertise:</p>
            <p>Curriculum and Instruction</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard.</p>
        </body>
    </sub-article>
</article>
