Toward a semiotic pyramid: language studies, AI, and knowledge exchange economy

Felix Poschinger, R. Coon
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Abstract

Abstract This paper addresses the interrelation between AI and language studies in the (digital) humanities in the context of knowledge exchange economies. We propose a three-dimensional semiotic model (pyramid) that includes AI as an active agent in meaning-creation into the sign system of communication and test its validity on autocompletion and predictive texting. We, therefore, analyzed 360 million tweets on COVID-19 over a period of 2 years and focused on the time-dependent shift of language use in the positive and negative extremes correlating to significant external events. The data suggest that digital language use has significantly changed over the course of the pandemic. Feedback loops are created between AI, utterance, and external reality that fossilize preconceived notions into textual isoglosses by suggesting and completing text entries. We thus argue that AI subtly changes the perception of reality by influencing the choice of wording. To mitigate the impact of AI in meaning-creation, we highlight the structural precautions undertaken by providers; we argue, however, that the (digital) humanities may re-emphasize their intrinsic value within the economy of knowledge exchange according to the subject-specific insights they may provide for language use and AI.
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走向符号金字塔:语言研究、人工智能和知识交换经济
摘要本文探讨了知识交换经济背景下人工智能与(数字)人文学科语言研究之间的相互关系。我们提出了一个三维符号学模型(金字塔),将人工智能作为意义创造的主动主体纳入到通信的符号系统中,并测试了其在自动补全和预测文本上的有效性。因此,我们分析了两年内有关COVID-19的3.6亿条推文,重点关注与重大外部事件相关的积极极端和消极极端中语言使用的时间依赖性转变。数据表明,在疫情期间,数字语言的使用发生了重大变化。在人工智能、话语和外部现实之间建立反馈循环,通过建议和完成文本条目,将先入之见固化为文本等值损失。因此,我们认为人工智能通过影响措辞的选择,微妙地改变了对现实的感知。为了减轻人工智能对意义创造的影响,我们强调了提供商采取的结构性预防措施;然而,我们认为,(数字)人文学科可能会根据它们可能为语言使用和人工智能提供的特定学科的见解,重新强调它们在知识交换经济中的内在价值。
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