A place for (socio)linguistics in audio deepfake detection and discernment: Opportunities for convergence and interdisciplinary collaboration

IF 2.8 0 LANGUAGE & LINGUISTICS
Christine Mallinson, Vandana P. Janeja, Chloe Evered, Zahra Khanjani, Lavon Davis, Noshaba Basir Bhalli, Kifekachukwu Nwosu
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引用次数: 0

Abstract

Deepfakes, particularly audio deepfakes, have become pervasive and pose unique, ever-changing threats to society. This paper reviews the current research landscape on audio deepfakes. We assert that limitations of existing approaches to deepfake detection and discernment are areas where (socio)linguists can directly contribute to helping address the societal challenge of audio deepfakes. In particular, incorporating expert knowledge and developing techniques that everyday listeners can use to avoid deception are promising pathways for (socio)linguistics. Further opportunities exist for developing benevolent applications of this technology through generative AI methods as well.

社会)语言学在音频深度伪造检测和辨别中的地位:融合与跨学科合作的机遇
深度伪造,尤其是音频深度伪造,已经变得无孔不入,并对社会构成了独特且不断变化的威胁。本文回顾了当前关于音频深度伪造的研究现状。我们认为,现有的深度伪造检测和辨别方法存在局限性,而(社会)语言学家可以在这些领域做出直接贡献,帮助应对音频深度伪造所带来的社会挑战。特别是,结合专家知识和开发日常听众可以用来避免欺骗的技术,是(社会)语言学的大有可为的途径。此外,通过生成式人工智能方法开发这项技术的善意应用还有更多机会。
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来源期刊
Language and Linguistics Compass
Language and Linguistics Compass LANGUAGE & LINGUISTICS-
CiteScore
5.40
自引率
4.00%
发文量
39
期刊介绍: Unique in its range, Language and Linguistics Compass is an online-only journal publishing original, peer-reviewed surveys of current research from across the entire discipline. Language and Linguistics Compass publishes state-of-the-art reviews, supported by a comprehensive bibliography and accessible to an international readership. Language and Linguistics Compass is aimed at senior undergraduates, postgraduates and academics, and will provide a unique reference tool for researching essays, preparing lectures, writing a research proposal, or just keeping up with new developments in a specific area of interest.
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