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adaptive learning settings that would respond to the needs and preferences of individual
                  learners. Although the idea of AI-assisted language learning has gained enough attention,
                  empirical research investigating the ways such technologies could be successfully
                  implemented in ESL classrooms, especially in universities, is yet to be carried out.
                  Theoretical discussions or small-scale experiments have been undertaken in many past
                  studies, and there is a gap in the literature on the practical implementation of AI tools on
                  the improvement of particular language skills, including vocabulary and pronunciation.
                  Moreover, it needs additional research to address what the AI-based learning tool can do
                  to engage and motivate learners. Thus, the given research will analyze the efficiency of
                  the AI-based language learning technologies to improve vocabulary acquisition and
                  pronunciation development in ESL learners at the university level. Applying a mixed
                  method research design, which integrates both quantitative data collections presented in
                  pre-tests and post-tests and qualitative information in the form of student feedback and
                  classroom observations, this research will aim to deliver a holistic insight into the role of
                  AI technologies in the process of language learning in higher education. It is hoped that
                  the results of this work will add to the existing knowledge on the topic of AI-assisted
                  language learning and offer valuable practical suggestions to educators, researchers and
                  policymakers willing to implement the use of advanced technologies in the field of
                  language learning. Finally, the paper also emphasizes the transformative quality of AI in
                  changing the future of language learning in the context of the fast-changing digital
                  economy.
                        2. Literature review
                        2.1. Artificial intelligence in language education
                        It has revolutionized the teaching and learning processes in recent years because of
                  the incorporation of Artificial Intelligence (AI) into the educational field. The use of AI
                  technologies to assist personalized learning, automate assessment, and give intelligent
                  feedback to learners is gaining more and more popularity. Across the domain of language
                  education, AI-enabled applications including intelligent tutoring systems, speech
                  recognition software, and natural language processing tools have emerged as the source
                  of new opportunities in improving the process of language acquisition (Luckin et al., 2016).
                  These technologies enable learners to get to interactive learning processes which
                  accommodate their personal learning requirements, thereby enhancing the learning
                  effectiveness and results. Educational systems based on AI could scan the achievements
                  of learners and reveal the areas of their weak points and offer them the individualized
                  learning content based on them. At the same time, Holmes, Bialik, and Fadel (2019) state
                  that AI can transform education, enabling it to be adaptive, providing individualized
                  training and constant feedback. The AI technologies can be applied to language learning
                  processes as they allow students to train language-related skills independently and
                  provide them with instant feedback on the performance. This aspect is more
                  advantageous in ESL students who need a lot of practice to gain competence in
                  vocabulary and pronunciation. Also, the fast development of digital technologies has
                  enhanced the necessity of new language learning solutions. English language proficiency
                  has gained significance due to globalization and the digital economy and the new
                  communication requirements. Learning platforms assisted by the AI allow meeting this
                  demand by offering scalable and flexible learning to learners around the globe (Zawacki-
                  Richter et al., 2019). Consequently, AI has become an indispensable part of contemporary
                  language education.


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