Managing Artificial Intelligence in Archeology. An overview

IF 3.5 2区 综合性期刊 0 ARCHAEOLOGY
Gabriele Gattiglia
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引用次数: 0

Abstract

The integration of AI in archaeology poses several risks due to the oversimplification of complex archaeological data for computational ease. This reductionist approach fosters a deterministic view, treating provisional classifications as definitive truths and influencing subsequent interpretations. The reliance on legacy data and Big Data for AI training risks perpetuating outdated ideas and frameworks. As AI expands from automating tasks to interpreting and creating reconstructions, archaeologists must adopt a critical approach to avoid biased and harmful outputs. The deterministic view of AI hinders informed debate. Archaeologists should engage in discussions that address the classificatory, and ethical aspects as well as the materiality of AI. The accumulation of data in AI mimics storytelling but lacks the interpretative depth needed to understand historical human perspectives. Developing theories and narrative practices is essential to making archaeological data meaningful. The shift from a representational to a co-creative view of data is necessary to understand its re-use and the power dynamics involved. Finally, to normalise AI in archaeology, a critical and sceptical approach is needed to integrate AI into the real world and understand its implications and ethical considerations.
管理考古学中的人工智能。概述
人工智能在考古学中的整合带来了一些风险,因为为了计算方便而过度简化了复杂的考古数据。这种还原论的方法培养了一种决定论的观点,将临时分类视为确定的真理,并影响随后的解释。人工智能培训对遗留数据和大数据的依赖可能会使过时的想法和框架永久化。随着人工智能从自动化任务扩展到解释和创建重建,考古学家必须采取一种批判性的方法来避免有偏见和有害的输出。人工智能的确定性观点阻碍了有根据的辩论。考古学家应该参与讨论,解决人工智能的分类、伦理方面以及实质性问题。人工智能中的数据积累模仿了讲故事,但缺乏理解人类历史视角所需的解释深度。发展理论和叙述实践是使考古数据有意义的必要条件。要理解数据的重用和所涉及的权力动态,必须从代表性的数据视图转变为共同创造的数据视图。最后,为了使人工智能在考古学中正常化,需要采取一种批判和怀疑的方法,将人工智能整合到现实世界中,并理解其含义和伦理考虑。
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来源期刊
Journal of Cultural Heritage
Journal of Cultural Heritage 综合性期刊-材料科学:综合
CiteScore
6.80
自引率
9.70%
发文量
166
审稿时长
52 days
期刊介绍: The Journal of Cultural Heritage publishes original papers which comprise previously unpublished data and present innovative methods concerning all aspects of science and technology of cultural heritage as well as interpretation and theoretical issues related to preservation.
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