The Journal of Translation Studies 2023 KCI Impact Factor : 1.49
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pISSN : 1229-795X
- https://journal.kci.go.kr/kats
KJCKorea
Journal Central
A Study on a Case of Anti-Feminism in Neural Machine Translation and its implications for Web as Corpus
- The Journal of Translation Studies
- Abbr : JTS
- 2021, 22(5), pp.299-326
- DOI : 10.15749/jts.2021.22.5.011
- Publisher : The Korean Association for Translation Studies
- Research Area : Humanities > Interpretation and Translation Studies
- Received : November 7, 2021
- Accepted : December 12, 2021
- Published : December 31, 2021
1한국외대
Accredited
ABSTRACT
The purpose of this study is two-fold: (1) to show how neural machine translation (NMT) translates online newspapers about the anti-feminism phenomenon in South Korea and (2) to examine the co-occurrence of the results by using Web as Corpus, Sketch Engine. This study aims to examine the anti-feminism phenomenon in three commercial neural machine translations (Google Translate, Naver Papago, and Kakao I-NMT). Findings show that three neural machine translation engines are generally prone to anti-feminism translation. For example, they translate ‘여성 우월주의 (female supremacy)’ into ‘feminism’. And then, in Web Corpus using Sketch Engine tools, the co-occurrence around ST keyword ‘여성 우월주의’ at the negative label can be observed in the lexical distributions of ‘feminism’. As a result, this anti-feminism in neural machine translation is considered to reflect negativity toward feminism in online anti-feminist communities. This paper concludes with a brief discussion of ethical questions related to both machine translation and technology in translation studies.
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[confproc]
김선해
/ 2019
/ 안티 페미니즘 운동의 정당성 획득 전략에 관한 연구
/ 한국사회학회 사회학대회 논문집
: 515~527
[journal]
김수아
/ 2015
/
Misogynistic Cyber Hate Speech in Korea
/ 페미니즘연구
/ 한국여성연구소
15(2)
: 279~317
[journal]
남길임
/ 2018
/
Research Trends and Issues Related to Web Corpus for Linguistic Research
/ 한국어 의미학
/ 한국어의미학회
60
: 23~49
[journal]
남길임
/ 2018
/
Research Trends and Issues on Semantic Neology Using Web Corpus
/ 한국사전학
/ 한국사전학회
(31)
: 55~84
[journal]
배영수
/ 2003
/
The Origins of White Supremacy Revisited
/ 미국학
/ 미국학연구소
26
: 213~240
[journal]
이상빈
/ 2017
/
Towards Feminist Translation in South Korea: A Lesson from The Vagina Monologues
/ 통번역학연구
/ 통번역연구소
21(3)
: 109~135
[journal]
염운옥
/ 2018
/
Colonialism and Racism: Britain, India, Greece, and Aryanism
/ 역사학연구
/ 호남사학회
(71)
: 195~223
[journal]
정사강
/ 2019
/
State Feminism, Ministry of Gender Equality and Family, Misogyny
/ 미디어, 젠더 & 문화
/ 한국여성커뮤니케이션학회
34(1)
: 209~254
[journal]
정인경
/ 2016
/
Internet Misogyny in a Post - Feminist Era
/ 페미니즘연구
/ 한국여성연구소
16(1)
: 185~219
[journal]
조선정
/ 2014
/
Postfeminism and Its Discontents: Problematizing Generation and Historiography in Feminist Discourse
/ 한국여성학
/ 한국여성학회
30(4)
: 47~76
[journal]
조준형
/ 2019
/
The direction of translation studies in the era of the fourth industrial revolution: The role and function of corpus as big data
/ 번역학연구
/ 한국번역학회
20(2)
: 153~182
[journal]
조준형
/ 2020
/
A Web as corpus-based study on Korean-French translation equivalences : focused on COVID-19
/ 통역과 번역
/ 한국통역번역학회
22(2)
: 157~181
[journal]
조준형
/ 2021
/
Web as Corpus and the French-Korean Translation Equivalences : Focused on Coronavirus Collocations
/ 통번역학연구
/ 통번역연구소
25(2)
: 85~112
[journal]
조준형
/ 2021
/
Utilisation du Web comme Corpus et de ses outils d’analyse en didactique de la traduction franco-coréenne - BootCat et Sketch Engine
/ 프랑스어문교육
/ 한국프랑스어문교육학회
(73)
: 107~133
[journal]
지윤주
/ 2021
/
An investigation on gender bias in neural machine translation
/ 통역과 번역
/ 한국통역번역학회
23(1)
: 269~294
[journal]
최유숙
/ 2019
/
Hate Speech in Online College Communities : With a Focus on C University’s Everytime(에브리타임) Hot Posts
/ 교양학 연구
/ 다빈치미래교양연구소
(10)
: 33~53
[journal]
최종숙
/ 2020
/
Re-examining ‘the Phenomenon of 20s Male’: Focused on the ideological orientation and gender consciousness of people in their 20s, 30s, 40s
/ 경제와 사회
/ 비판사회학회
(125)
: 189~224
[journal]
허유선
/ 2018
/
The preliminary consideration for Discrimination by AI and the responsibility problem -On Algorithm Bias learning and Human agent-
/ 한국여성철학
/ 한국여성철학회
29
: 165~210
[confproc]
Bolukbasi, Tolga
/ 2016
/ Man is to computer programmer as woman is to homemaker? debiasing word embeddings
/ Proceedings of the 30th International Confernece on Neural Information Processing Systems
/ NIPS
[confproc]
Costa-jussà, Marta R
/ 2020
/ Fine-tuning neural machine translation on gender-balanced datasets
/ Proceedings of the Second Workshop on Gender Bias in Natural Language Processing
/ ACL
[book]
Delmar, Rosalind
/ 2001
/ Theorizing feminism
/ Routledge
: 5~28
[confproc]
Hovy, Dirk
/ 2020
/ “You Sound Just Like Your Father” Commercial Machine Translation Systems Include Stylistic Biases
/ Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics
/ ACL
[journal]
Kilgarriff, Adam
/ 2003
/ Introduction to the special issue on the web as corpus
/ Computational linguistics
29(3)
: 333~347
[journal]
Kilgarriff, Adam
/ 2014
/ The Sketch Engine : ten years on
/ Lexicography
1(1)
: 7~36
[confproc]
Li, Jierui
/ 2020
/ Evaluating Explanation Methods for Neural Machine Translation
/ Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics
/ ACL
[book]
Monti, Johanna
/ 2020
/ Luise von Flotow
/ The Routledge
[book]
/ Handbook of Translation, Feminism and Gender
/ Routledge
: 457~468
[journal]
Niño, Ana
/ 2009
/ Machine translation in foreign language learning: Language learners’ and tutors’ perceptions of its advantages and disadvantages
/ Journal of EUROCALL
21(2)
: 105~122
[journal]
Popel, Martin
/ 2020
/ Transforming machine translation: a deep learning system reaches news translation quality comparable to human professionals
/ Nature communications
11(1)
: 4381~
[journal]
Prates, Marcelo
/ 2020
/ Assessing gender bias in machine translation: a case study with google translate
/ Neural Computing and Applications
32(10)
: 6363~6381
[book]
Raído, Vanessa Enríquez
/ 2019
/ Routledge Handbook of Translation and Education
/ Routledge
: 278~299
[confproc]
Saunders, Danielle
/ 2020
/ Reducing Gender Bias in Neural Machine Translation as a Domain Adaptation Problem
/ Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics
/ ACL
[confproc]
Stafanovičs, Artūrs
/ 2020
/ Mitigating Gender Bias in Machine Translation with Target Gender Annotations
/ Proceedings of the Fifth Conference on Machine Translation
/ SIGMT
[journal]
Tomalin, Marcus
/ 2021
/ The practical ethics of bias reduction in machine translation: Why domain adaptation is better than data debiasing
/ Ethics and Information Technology
23
: 419~433
[confproc]
Zhao, Jieyu
/ 2017
/ Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level Constraints
/ Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing
/ ACL
[confproc]
Zhao, Jieyu
/ 2019
/ Gender Bias in Contextualized Word Embeddings
/ Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
/ ACL
[other]
강일용
/ 2016
/ 인공지능과 구글의 만남
/ IT 동아
[other]
김채현
/ 2021
/ “숏커트, 허버허버...” 유명 치어리더의 ‘페미 논란’
/ 서울신문
[other]
나일등
/ 2021
/ [나일등의 시선] ‘여성혐오’ 번역어 논쟁
/ 여성신문
[other]
남정현
/ 2021
/ 영화·OTT·연극 등 ‘여성 예술의 장’ 확장세...배경은?
/ 공감언론 뉴시스
[other]
박다해
/ 2019
/ 아직도 페미니즘을 ‘여성우월주의’로 알고 있다면
/ 한겨레
[other]
박린
/ 2021
/ 올림픽으로 번진 페미 논란...외신 “안산 온라인 학대” 우려
/ 중앙선데이
[other]
이유진
/ 2017
/ ‘여성우월주의’가 ’페미니즘’이라는 네이버 번역기...문제 지적에 수정
/ 여성신문
[other]
이정현
/ 2021
/ 심상정 “秋, 페미니즘은 여성우월주의 아냐” vs 추미애 “맥락 무시, 왜곡”
/ 이데일리
[other]
이종민
/ 2021
/ 약한 남자도 있어...‘성평등’ 이젠 여성만의 외침 아냐
/ 세계일보
[other]
이재하
/ 2021
/ “디지털 성범죄...여전히 공급이 끊이지 않고 있다”
/ 오마이뉴스
[other]
이혜미
/ 2021
/ 안산을 공격한 분들게 보내는 편지
/ 한국일보
[other]
최희석
/ 2021
/ ‘양궁金’ 안산 페미니스트 논쟁에 외신 “온라인 학대”
/ 공감언론 뉴시스
[other]
허미선
/ 2021
/ [비바100]혐오는 혐오를 낳고...꼬리에 꼬리무는 안산·쥴리벽화 페미니즘 논란
/ 브릿지경제