AI与人类专家协作,为濒危语言复兴提供新路径。
Shaping the Future of Endangered and Low-Resource Languages -- Our Role in the Age of LLMs: A Keynote at ECIR 2024
- 结合人工智慧与语言学专长,探索濒危语言保护新方法。
- 以欧西坦语为例,验证技术与传统融合的可行性。
- 关注伦理与实践挑战,适合文化保护研究者参考。
Isidore of Seville 认为语言孕育了民族,而非反之,凸显语言在文化与社会认同中的核心作用。如今全球7100多种语言中,大量语言正面临消亡。自1970年代以来,语言学家、信息工作者和爱好者已致力于构建数字资源与自动工具以支持多种语言,包括濒危语言。大型语言模型(LLM)技术既带来机遇也伴随风险:有望推动内容生成与翻译,助力语言保存与复兴;但也可能导致同质化、文化简化及对弱势语言的进一步边缘化。本文基于作者在第46届欧洲信息检索会议(ECIR 2024)上的主题演讲,提出一项探索性旅程,聚焦技术与传统的协作路径,以欧西坦语(Occitan)为例——这一曾于中世纪在法国南部、西班牙和意大利部分地区具有重大文化与经济影响的语言,现被联合国教科文组织列为濒危语言。文章批判性分析了人类知识与人工智能协同的可能性,旨在守护构成全球尤其欧洲遗产基础的语言多样性,并应对相关技术应用中的伦理与实践挑战。视频讲演亦可在线获取。
原文摘要 · Abstract (English)
Isidore of Seville is credited with the adage that it is language that gives birth to a people, and not the other way around , underlining the profound role played by language in the formation of cultural and social identity. Today, of the more than 7100 languages listed, a significant number are endangered. Since the 1970s, linguists, information seekers and enthusiasts have helped develop digital resources and automatic tools to support a wide range of languages, including endangered ones. The advent of Large Language Model (LLM) technologies holds both promise and peril. They offer unprecedented possibilities for the translation and generation of content and resources, key elements in the preservation and revitalisation of languages. They also present threat of homogenisation, cultural oversimplification and the further marginalisation of already vulnerable languages. The talk this paper is based on has proposed an initiatory journey, exploring the potential paths and partnerships between technology and tradition, with a particular focus on the Occitan language. Occitan is a language from Southern France, parts of Spain and Italy that played a major cultural and economic role, particularly in the Middle Ages. It is now endangered according to UNESCO. The talk critically has examined how human expertise and artificial intelligence can work together to offer hope for preserving the linguistic diversity that forms the foundation of our global and especially our European heritage while addressing some of the ethical and practical challenges that accompany the use of these powerful technologies. This paper is based on the keynote I gave at the 46th European Conference on Information Retrieval (ECIR 2024). As an alternative to reading this paper, a video talk is available online. 1 Date: 26 March 2024.
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