본문 바로가기
KERD
논문KCI 등재

AI 기계 번역기에 대한 국내외 연구동향

Research Trends on Machine Translators

1

조회

0

다운로드

5

인용

0

참고문헌

키워드

주제분류기타인문학

초록

The improvement of machine translation has emerged as a social issue, and research on the accuracy and quality of machine translate is underway due to the increase in learners learning foreign language using AI machine translation. Although increasing number of studies have been investigating connections between machine translation (MT) tools and foreign language (FL) learning, there have been insufficient empirical studies and still skeptical about using MT in foreign language classroom. In this light, the current study overviews this expanding research domain and categorizes them based on methodology and language skills. The study examined 73 studies related to FL learning published between 2010 and 2022 inside and outside of Korea. The result showed that the number of publications has increased significantly in recent years. The participants were mostly university students and their proficiency levels varied. Most studies reported the positive impact of using MT in foreign language learning especially in writing and student perceptions. MT quality has been significantly enhanced; however, it still has many errors. An appropriate usage of MT based on the learner’s proficiency level is necessary based on the findings of previous studies. The study provides pedagogical implications and suggest new directions for future research.

Abstract

The improvement of machine translation has emerged as a social issue, and research on the accuracy and quality of machine translate is underway due to the increase in learners learning foreign language using AI machine translation. Although increasing number of studies have been investigating connections between machine translation (MT) tools and foreign language (FL) learning, there have been insufficient empirical studies and still skeptical about using MT in foreign language classroom. In this light, the current study overviews this expanding research domain and categorizes them based on methodology and language skills. The study examined 73 studies related to FL learning published between 2010 and 2022 inside and outside of Korea. The result showed that the number of publications has increased significantly in recent years. The participants were mostly university students and their proficiency levels varied. Most studies reported the positive impact of using MT in foreign language learning especially in writing and student perceptions. MT quality has been significantly enhanced; however, it still has many errors. An appropriate usage of MT based on the learner’s proficiency level is necessary based on the findings of previous studies. The study provides pedagogical implications and suggest new directions for future research.

참고문헌 (70)

  1. 공태수, "한국어 학습자의 기계번역 활용 실태 연구", 학습자중심교과교육연구, 21(5), pp.859~871 (2021), 학습자중심교과교육학회[DOI]
  2. 김경란, "대학 L2 글쓰기에서 번역기 사용은 필요한가?: 타당성에 대한 초급반 학습자의 인식", 디지털융복합연구, 18(6), pp.99~108 (2020), 한국디지털정책학회[DOI]
  3. 김성연, "한국 중등학교 학습자의 영어 쓰기에 대한 자신감, 불안, 동기", 현대영어교육, 15(2), pp.91~112 (2014), 현대영어교육학회
  4. 김인옥, "디지털교과서 및 번역기 활용 쓰기 활동이 6학년 학생들의 영어 쓰기 및 자기주도적 학습 태도에 미치는 영향", 초등영어교육, 26(2), pp.157~177 (2020), 한국초등영어교육학회[DOI]
  5. 김혜경, "AI 기반 영작문 학습도구에 대한 대학생 학습자 인식: Google Translate, Naver Papago, 그리고 Grammarly를 중심으로", 현대영어교육, 22(4), pp.90~100 (2021), 현대영어교육학회[DOI]
  6. 남신혜, "한국어 학습자의 온라인 기계번역 도구 사용 경험 및 태도에 관한 연구 - 초급 및 중급 학습자를 대상으로 -", 언어와 문화, 15(2), pp.55~81 (2019), 한국언어문화교육학회[DOI]
  7. 노유수, "번역기를 사용한 학습이 한국 대학생의 영작 능력에 미치는 영향", 언어과학연구, (99), pp.125~143 (2021), 언어과학회
  8. 메디슨 리, "대학 영어 회화 수업 학습자들의 번역기 사용에 대한 인식 관련 연구", 교양교육연구, 16(6), pp.197~206 (2022), 한국교양교육학회
  9. 변길자, "기계번역을 활용한 한영번역에서의 번역품질 비교연구", 영어영문학, 26(3), pp.233~259 (2021), 미래영어영문학회[DOI]
  10. 이명관, "의사소통능력 향상을 위한 듣기와 말하기 논문 고찰: 현대영어교육 학술지를 중심으로", 현대영어교육, 11(2), pp.40~59 (2010), 현대영어교육학회
  11. 이상민, "L2 작문 수정에 미친 기계번역의 효과성에 대한 한국 대학생 학습자의 인식", 멀티미디어 언어교육, 22(4), pp.206~225 (2019), 한국멀티미디어언어교육학회[DOI]
  12. 이상민, "인공신경망 기계번역의 오류분석 및 퀄리티 평가", 외국어교육연구, 34(4), pp.129~153 (2020), 외국어교육연구소[DOI]
  13. 이상민, "기계번역에 대한 한국 중학생 학습자들의 인식 및 사용 양상", 멀티미디어 언어교육, 25(3), pp.146~164 (2022), 한국멀티미디어언어교육학회[DOI]
  14. 이윤재, "영어자동번역기 활용이 고등학생 영어 글쓰기에 미치는 영향", 영어교과교육, 19(2), pp.159~180 (2020), 한국영어교과교육학회[DOI]
  15. 임희주, "교양영어 수업에서 영어자동번역기 사용에 대한 대학생의 인식 및 태도연구 ― 영작문 수업을 중심으로", 교양교육연구, 11(6), pp.727~751 (2017), 한국교양교육학회
  16. 전미화, "중국 대학 한국어 학습자의 기계번역 사용 경험 및 인식 연구", 인문사회 21, 13(4), pp.953~962 (2022), 인문사회 21
  17. 전혜리, "영어교육에서의 AI 활용 연구에 대한 체계적 문헌 고찰", 멀티미디어 언어교육, 24(1), pp.87~103 (2021), 한국멀티미디어언어교육학회[DOI]
  18. 정남숙, "AI 번역기를 활용한 활동이 대학생 영어쓰기 능력과 정의적 태도에 미치는 영향", 멀티미디어 언어교육, 24(1), pp.134~157 (2021), 한국멀티미디어언어교육학회[DOI]
  19. 정향기, "영어 스토리 북 읽기를 통한 구어영어 학습 가능성 - 인공지능번역기 활용 과업을 중심으로 - 이 논문은 2018년 김천대학교 교내학술연구비지원에 의한 것임(gc18068)", 통번역교육연구, 17(3), pp.153~179 (2019), 한국통번역교육학회[DOI]
  20. 조인희, "기계번역을 활용한 영어작문 수업의 효과: 자기 효능감과 글쓰기의 양적 증가를 중심으로", 영어영문학연구, 60(2), pp.253~279 (2018), 한국중앙영어영문학회[DOI]
  21. 최지연, "한국 중・고등학생 영어 학습도구로써 기계번역의 오류 유형 고찰", 언어과학, 29(1), pp.179~200 (2022), 한국언어과학회[DOI]
  22. 안수진, "Students’ Perceptions of the Use of Online Machine Translation in L2 Writing", 멀티미디어 언어교육, 23(2), pp.10~35 (2020), 한국멀티미디어언어교육학회[DOI]
  23. Aiken, M., "An analysis of Google Translate accuracy", Translation Journal, 16(2) (2011)
  24. 백지연, "Korean College Students’ Self-Directed Use of Machine Translator in an English Writing Class During the Digital Era: Is This a Crisis or a Chance?", Journal of Safety and Crisis Management, 11(6), pp.27~34 (2021), (사)위기관리이론과실천[DOI]
  25. 백지연, "Korean College Students’ Utilization of Machine Translation Tools for their Presentation Scripts", Foreign Languages Education, 29(3), pp.1~25 (2022), 한국외국어교육학회
  26. Bahri, H., "Google Translate as a supplementary tool for learning Malay: A case study at Universiti Sains Malaysia", Advances in Language and Literary Studies, 7(3), pp.161~167 (2016)
  27. Bernardini, S., "Discovery learning in the language-for translation classroom: corpora as learning aids", Cadernos De Tradução, 36(1), pp.1~14 (2016)
  28. Briggs, N., "Neural machine translation tools in the language learning classroom : Students' use, perceptions, and analyses", JALT CALL Journal, 14(1), pp.2~24 (2018)
  29. Chandra, S., "The use of Google Translate in EFL essay writing", Language & Language Teaching, 21, pp.228~238 (2018)
  30. Chang, C-K., "A mobile-assisted synchronously collaborative translation–annotation system for English as a foreign language (EFL) reading comprehension", Computer Assisted Language Learning, 24(2), pp.155~180 (2011)
  31. 전유아, "Direct Writing, Translated Writing, and Machine-Translated Writing: A Text Level Analysis with Coh-Metrix", 영어교육, 75(1), pp.25~48 (2020), 한국영어교육학회
  32. 정은선, "The Effect of L2 Proficiency on Post-editing Machine Translated Texts", Journal of Asia TEFL, 17(1), pp.182~193 (2020), 아시아테플
  33. Chung, E. S., "The effect of using machine translation on linguistic features in L2 writing across proficiency levels and text genres", Computer Assisted Language Learning, 35(9), pp.2239~2264 (2022)
  34. Crossley, S., "Technological disruption in foreign language teaching:The rise of simultaneous machine translation", Language Teaching, 51(4), pp.541~552 (2018)
  35. "Online translation use in Spanish as a foreign language essay writing: Effects on fluency, complexity and accuracy" (2015)[URL]
  36. Fredholm, K., "Effects of Google translate on lexical diversity:Vocabulary development among learners of Spanish as a foreign language", Revista Nebrija de Lingüística Aplicada, 13, pp.98~117 (2019)
  37. Garcia, I., "Machine translation-assisted language learning: Writing for beginners", Computer Assisted Language Learning, 24(5), pp.471~487 (2011)[DOI]
  38. Groves, M., "Friend or foe? Google Translate in language for academic purposes", English for Specific Purposes, 37, pp.112~121 (2015)
  39. Hampshire, S., "Translation and the Internet:evaluating the quality of free online machine translators", Quaderns Review Traditional, 17, pp.197~209 (2010)
  40. 황선유, "비지니스 이메일 영작문에 나타난 오류분석: 사례연구", 융합정보논문지, 8(6), pp.273~279 (2018), 중소기업융합학회[DOI]
  41. Ignacio G., "Machine translation-assisted language learning: writing for beginners", Computer Assisted Language Learning, 24(5), pp.471~487 (2011)
  42. 전지혜, "의사소통 중재자로서 AI 음성인식프로그램 활용 방안", 초등영어교육, 27(2), pp.145~167 (2021), 한국초등영어교육학회[DOI]
  43. 김혜숙, "Exploring the Use of a Machine Translator on EFL Learners’ Reading Comprehension", 영상영어교육, 21(1), pp.119~143 (2020), 영상영어교육학회[DOI]
  44. 김나영, "Different Chat Modes of a Chatbot and EFL Students’ Writing Skills Development", 외국어교육연구, 32(1), pp.263~290 (2018), 외국어교육연구소[DOI]
  45. 김나영, "Effects of the Use of Bilingual Dictionary and Machine Translation on EFL Students' English Proficiency", 영어교과교육, 17(1), pp.21~42 (2018), 한국영어교과교육학회[DOI]
  46. 이정화, "An Error Analysis of English Writings of Korean University Students with the Assistance of Machine Translators", 학습자중심교과교육연구, 20(19), pp.133~163 (2020), 학습자중심교과교육학회[DOI]
  47. Lee, S., "The impact of using machine translation on EFL students’writing", Computer Assisted Language Learning, 33(3), pp.157~175 (2020)
  48. Lee, S., "Effects of using machine translation to mediate the revision process of Korean university students’academic writing", ReCALL, 33(1), pp.18~33 (2021)
  49. Lyons, S., "Quality of Thai to English Machine Translation", Machine Translation, 34(2), pp.197~230 (2020)
  50. Mahdi, H. S., "Effect of using mobile translation applications for translating collocations", Saudi Journal of Language Studies, 2(4), pp.205~219 (2022)
  51. MURPHY ODO DENNIS, "Learner Perceptions of Using Machine Translation Tools in the EFL Classroom", The SNU Journal of Education Research, 28(2), pp.63~83 (2019), 교육종합연구원[DOI]
  52. MURPHY ODO DENNIS, "Supporting Pre-Service English Teachers’ Academic Reading and Writing With Online Machine Translation", 영상영어교육, 21(2), pp.123~145 (2020), 영상영어교육학회[DOI]
  53. Elisabet Titik Murtisari, "Google T ranslate in Language Learning : I ndonesian EFL Students’ Attitudes", Journal of Asia TEFL, 16(3), pp.978~986 (2019), 아시아테플
  54. 오은주, "Exploratory Study on the Use of Machine Translation for Reading in College English Classes", 멀티미디어 언어교육, 25(4), pp.66~92 (2022), 한국멀티미디어언어교육학회[DOI]
  55. Omar, L. I., "The use and abuse of machine translation in vocabulary acquisition among L2 Arabic-speaking learners", AWEJ for Translation & Literary Studies, 5(1), pp.82~98 (2021)
  56. O’Neill, E., "Measuring the impact of online translation on FL writing scores", The IALLT Journal, 46(2), pp.1~39 (2016)[DOI]
  57. Rushwan, I. M. H., "The role of translation in developing ESP learners’reading comprehension skills-A case study of medical students at Najran University-ksa", International Journal of Applied Linguistics and English Literature, 6(3), pp.243~253 (2017)
  58. 신동광, "기계번역의 오류 양상과 사후수정(post-editing)이L2 쓰기 적절성에 미치는 영향", 영어교과교육, 21(1), pp.121~140 (2022), 한국영어교과교육학회
  59. 손선영, "The Effect of Using Machine Translation on Korean Middle School Students’ L2 Writing Performance and Affective Aspects", 멀티미디어 언어교육, 25(2), pp.103~131 (2022), 한국멀티미디어언어교육학회[DOI]
  60. Stapleton, P., "Assessing the accuracy and teachers'impressions of Google Translate: A study of primary L2 writers in Hong Kong", English for Specific Purposes, 56, pp.18~34 (2019)
  61. Tsai, P-S., "Students’ progressive behavioral learning patterns in using machine translation systems–A structural equation modeling analysis", System, 101, pp.1~13 (2021)
  62. Tsai, S-C., "Chinese students’ perceptions of using Google Translate as a translingual CALL tool in EFL writing", Computer Assisted Language Learning, 35(5-6), pp.1250~1272 (2022)
  63. Van der Wees, M, "Evaluation of machine translation performance across multiple genres and languages", Proceedings of the Eleventh International Conference on Language Resources and Evaluation (2018)
  64. Van Lieshout. C., "Google Translate as a tool for self-directed language learning", Language Learning & Technology, 26(1), pp.1~19 (2022)
  65. Wang, J., "Integrating Machine Translation Into EFL Writing Instruction: Process, Product and Perception", Journal of Language Teaching and Research, 13(1), pp.125~137 (2022)[DOI]
  66. White, K. D., "Our policies, their text: German language students’ strategies with and beliefs about web-based machine translation", Teaching German, 46(2), pp.230~250 (2013)
  67. 양혜진, "Efficiency of Online Grammar Checker in English Writing Performance and Students’ Perceptions", 영어학, 18(3), pp.328~348 (2018), 한국영어학회[DOI]
  68. Yang, Y., "Modeling the intention to use machine translation for student translators : An extension of Technology Acceptance Model", Computer and Education, 133, pp.116~126 (2019)
  69. 윤채원, "Machine Translation Errors and L2 Learners’ Correction Strategies by Error Type and English Proficiency", 영어교육, 77(3), pp.153~175 (2022), 한국영어교육학회[DOI]
  70. 윤서영, "Student Readiness for AI Instruction: Perspectives on AI in University EFL Classrooms", 멀티미디어 언어교육, 22(4), pp.134~160 (2019), 한국멀티미디어언어교육학회[DOI]

관련 논문AI추천

이 간행물의 다른 논문 (13건)