Design and Application of Intelligent Classroom in English Language and Literature Based on Artificial Intelligence Technology

Document Type : Review - analytic article

Author
School of International Education, Henan University of Engineering, Henan Province, China, 450000
Abstract
"English Language and Literature" courses are essential components of university education. They provide a significant avenue for understanding the politics, economics, and customs of English-speaking countries. These courses facilitate a mastery of English grammar, which in turn enhances students' comprehension of spoken and written English content. However, traditional modes of instruction in English Language and Literature often lack engagement and interactivity, thereby limiting the effectiveness of learning in this field. In order to boost learners' interest and efficiency in studying English, it is imperative to shift away from conventional teaching approaches. With the rapid advancement of artificial intelligence in various domains, its integration with English Language and Literature education can yield intelligent learning experiences. This study employs a combination of Convolutional Neural Networks (CNN) and Gated Recurrent Units (GRU) to reform the teaching model in English Language and Literature. The results indicate that CNN and GRU methodologies offer substantial support in realizing intelligent approaches to teaching this field. These methods exhibit a high degree of similarity and accuracy in predicting linguistic features in English Language and Literature. They excel in terms of predictive and scatter error distribution, showcasing superior performance.





 

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Arsyad, S., & Adila, D. (2018). Using local style when writing in English: the citing behaviour of Indonesian authors in English research article introductions. Asian Englishes, 20(2), 170-185. https://doi.org/10.1080/13488678.2017.1327835
Bai, L. P. (2020). Joint patronage in translating Chinese literature into English A case study on the Chinese Literature Overseas Dissemination Project. Babel-Revue Internationale De La Traduction-International Journal of Translation, 66(4-5), 765-779. https://doi.org/10.1075/babel.00171.bai
Chen, M. Y., & Yuan, Z. C. (2022). Teaching Mode of English Language and Literature Based on Artificial Intelligence Technology in the Context of Big Data. Mobile Information Systems, 2022, 1275368. https://doi.org/10.1155/2022/1275368
Dalvai, M. (2019). Translating literature into English in the twenty-first century Opportunities and challenges. Orbis litterarum, 74(6), 392-410. https://doi.org/10.1111/oli.12242
Davies, L. M., & Buzacott, L. (2022). Rethinking literature, knowledge and justice: selecting 'difficult' stories for study in school English. Pedagogy Culture and Society, 30(3), 367-381. https://doi.org/10.1080/14681366.2021.1977981
Derakhshan, A., & Fathi, J. (2023). Grit and foreign language enjoyment as predictors of EFL learners online engagement: The mediating role of online learning self efficacy. The Asia-Pacific Education Researcher. https://doi.org/10.1007/s40299-023-00745-x
Ding, L., Hong, Z. (2023). On the Relationship Between Pre-service Teachers’ Sense of Self-efficacy and Emotions in the Integration of Technology in Their Teacher Developmental Programs. Asia-Pacific Edu Res. https://doi.org/10.1007/s40299-023-00758-6
Dunn, M. B., & Johnson, R. A. (2020). Loss in The English Classroom: A Study of English Teachers' Emotion Management During Literature Instruction. Journal of language and literacy education, 16(2), 5-10.
Fu, J., & Wang, Y. (2022). Inspecting EFL Teachers’ Academic Literacy Development in Multilingual Contexts: A Global Vision. Heliyon, doi: http://doi.org/10.1016/j.heliyon.2022.e12143.
Genova, M. M. (2019). Designing an effective digital learning environment for teaching English through literature: The learning experience of Bulgarian students. Journal of e-learning and knowledge society, 15(2), 121-132. https://doi.org/10.20368/1971-8829/1592
Guan, H. Y. (2018). Cross-cultural Awareness Teaching in English Literature Education. International Conference on Education, Psychology, and Management Science, 2018(1), 93-97. https://doi.org/10.25236/icepms.2018.019
Guo, K. Y., Sui, L. J., & Qiu, J. T. (2017). Angel-Eye: A Complete Design Flow for Mapping CNN Onto Embedded FPGA. IEEE transactions on computer-aided design of integrated circuits and systems, 37(1), 35-47. https://doi.org/10.1109/TCAD.2017.2705069
Guo, Y., Wang, Y., & Ortega-Martín, J. (2023). The impact of blended learning-based scaffolding techniques on learners’ self-efficacy and willingness to communicate. Porta Linguarum, 40(2): 253-273. doi: https://doi.org/10.30827/portalin.vi40.27061
Hart, J. L. (2019). Poetry in English as Comparative and World Literature. University of toronto quarterly, 88(2), 229-245. https://doi.org/10.3138/utq.88.2.10
He, C. M., & Kang, H. Y. (2019). An effective classifier based on convolutional neural network and regularized extreme learning machine. Mathematical Biosciences and Engineering, 16(6), 8309-8321. https://doi.org/10.3934/mbe.2019420
Hu, N., Liu, S. Y., & Liu, L. Y. (2022). The Educational Function of English Children's Movies from the Perspective of Multiculturalism Under Deep Learning and Artificial Intelligence. Frontiers in Psychology, 2022(2), 759094. https://doi.org/10.3389/fpsyg.2021.759094
Li, J. (2018). Contrastive analysis of English literature comparative literature based on Bayesian clustering approach to big data. Cluster Computing-The Journal of Networks Software Tools and Applications. 22(3), 57031-57037. https://doi.org/10.1007/s10586-018-2123-1
Marinaro, I. (2020). Using Pedagogical Stylistics to Teach World Literature in English in Italian Upper Secondary Schools: Going Beyond Traditional English Literature Syllabi. Academic Journal of Modern Philology, 10(3), 163-182.
Pedersen, M., Verspoor, K., & Jenkinson, M. (2022). Artificial intelligence for clinical decision support in neurology. Brain communications, 2(2), 96. https://doi.org/10.1093/braincomms/fcaa096
Razavipour, K., Moosavinia, S., & Atayi, S. (2018). Construct Ambiguity and Test Difficulty Generate Negative Washback: The Case of Admission Test of English Literature to Graduate Programs in Iran. International Journal of Instruction, 11(4), 717-732. https://doi.org/10.12973/iji.2018.11445a
Rivera, J. P. (2018). The reception of Literature in English in the Spanish scope: creation of a corpus from the analysis of educational publishing houses. Ogigia-revista electronica de estudios hispanicos, 23(10), 49-68.
Sargsyan, M. S., & Zimina, E. S. (2021). Reimagining literature in the English language teaching context in the Russian and Armenian higher education. Journal of Language and Literary Studies, 35(12), 137-155. https://doi.org/10.31902/fll.35.2021.7
Torralbo, C. J. (2021). A study of the English-to-Spanish translations published in the first issue of the second phase of the journal Contico. Hermeneus, 22(2), 415-460. https://doi.org/10.24197/her.22.2020.415-460
Vilaco, F. D., & Guirau, M. C. (2019). Questions about the teaching of English literature for English majors at ufms and ifsp: The experience of working on the syllabi. Revell-revista De Estudos Literarios Da Uems, 3(28), 302-317.
Wang, Y., & Derakhshan, A. (2023). Enhancing Chinese and Iranian EFL students’ willingness to attend classes: The role of teacher confirmation and caring. Porta Linguarum, 39(1):165-192. http://doi.org/10.30827/portalin.vi39.23625
Wang Y., Derakhshan A., & Pan, Z. (2022a). Positioning an agenda on a loving pedagogy in second language acquisition: Conceptualization, practice, and research. Frontiers in Psychology, 13, 894190. https://doi.org/10.3389/fpsyg.2022.894190.
Wang, Y., & Derakhshan, A., Rahimpour, H. (2022b). Developing resilience among Chinese and Iranian EFL teachers: A multi-dimensional cross-cultural study. Journal of Multilingual and Multicultural Development. https://doi.org/10.1080/01434632.2022.2042540.
Wang, Y., & Hemchua, S. (2022). Can we learn about culture by EFL textbook images?: A semiotic approach perspective. Language Related Research, 13(3), 479-499. https://doi.org/10.29252/LRR.13.3.18
Wang, Y. (2023). Probing into the boredom of online instruction among Chinese English language teachers during the Covid-19 pandemic. Current Psychology, doi: https://doi.org/10.1007/s12144-022-04223-3.
Wang, Y., Pan, Z. W., & Wang, M. Z. (2023a). The moderating effect of participation in online learning on EFL teachers’ teaching ability. Heliyon, 9(3)e13890: 1-12. doi: https:// doi.org/10.1016/j.heliyon.2023.e13890.
Wang, Y., Derakhshan, A., Pan, Z., & Ghiasvand, F. (2023b). Chinese EFL Teachers’ Writing Assessment Feedback Literacy: A Scale Development and Validation Study. Assessing Writing, 56: 1-16. doi: https://doi.org/10.1016/j.asw.2023.100726.
Wang, Y. L., Wang, Y. X., Pan, Z. W. & Ortega-Martín, J. L. (2023c). The Predicting Role of EFL Students’ Achievement Emotions and Technological Self-efficacy in Their Technology Acceptance. The Asia-Pacific Education Researcher, doi: 10.1007/s40299-023-00750-0.
Yüce, E., Kruk, M., & Derakhshan, A. (2023). Metacognitive knowledge and openness to diversity and challenge among Turkish pre-service EFL teachers: The mediating role of creative self-efficacy. Thinking Skills and Creativity. https://doi.org/10.1016/j.tsc.2023.101386.
Zhao, G. L. (2018). Research on English Literature Education Practice and Dissemination by Higher Education Institutes during the Republic of China Era. Educational Sciences-Theory & Practice, 18(5), 1577-1583. https://doi.org/10.12738/estp.2018.5.055
Zhi, R., & Wang, Y. L. (2023). English as a Foreign Language Teachers’ Professional Success, Loving Pedagogy and Creativity: A Structural Equation Modeling Approach. Thinking Skills and Creativity, https://doi.org/10.1016/j.tsc.2023.101370