利用人工智能进行数字组合,创造性地解读短篇小说

IF 0.7 3区 文学 0 HUMANITIES, MULTIDISCIPLINARY Digital Scholarship in the Humanities Pub Date : 2024-03-06 DOI:10.1093/llc/fqad050
Kieran O'Halloran
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引用次数: 0

摘要

我展示了一种在文学研究和高等教育中促进对短篇小说进行创造性解读的方法。这种方法涉及构建一个 "组合"--最简单地说,就是一个不断发展的、具有创造性成果的不寻常联系网络。本文的组合结合了与故事主题和/或主人公性格类型直接或间接相关的最新研究文献。重要的是,这种组合还利用了文本分析软件来揭示相对不可见的内容(如(不)频繁出现的词语、语篇和主题),并利用大型语言模型(LLM)生成式人工智能来丰富解读内容。所有这些元素的使用有助于有效地超越对故事的最初直觉,从而促进创造力。我以埃德加-爱伦-坡的短篇小说《黑猫》为例,该小说的主人公是一个杀人不眨眼的精神病患者。具体来说,这里的组合包括基于软件的相关研究(对杀人精神病患者语言的语料库分析)、非基于软件的研究(使用经验验证的移情概念对《黑猫》进行精神分析文学批评)、文本分析软件(WMatrix 和 Datayze)以及 LLM 生成式人工智能 "ChatGPT"(使用免费提供的 LLM GPT-3.5)。这种方法的一种用途是在文学研究中使用文本分析软件进行教学(例如在数字文体学课程中)。然而,鉴于创造性适应能力是 21 世纪的一项关键技能,数字素养--包括生成式人工智能的使用--是当代的一项重要能力,而且短篇小说体裁已广为人知,我也强调了这种方法作为大学范围内提高创造性思维的教学法的实用性。
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Digital assemblages with AI for creative interpretation of short stories
I demonstrate an approach fostering inventive interpretation of short stories in Literary Studies and higher education generally. It involves constructing an ‘assemblage’—at its simplest, an evolving network of unusual connections for creative outcome. The assemblage of this article combines freshly located research literature, directly and indirectly related to a story’s themes, and/or the personality type of protagonists. Importantly, this assemblage also utilizes text analysis software revealing the relatively invisible (e.g. (in)frequent words, parts of speech, and topics) and Large Language Model (LLM) Generative AI to enrich the interpretation. The use of all these elements helps productively exceed initial intuitions about the story, facilitating creativity. I model the approach using Edgar Allan Poe’s short story, The Black Cat, whose protagonist is a homicidal psychopath. Specifically, the assemblage here includes relevant software-based research (a corpus analysis of homicidal psychopathic language), non-software-based research (psychoanalytical literary criticism of The Black Cat using the empirically validated concept of transference), text analysis software (WMatrix and Datayze), and the LLM Generative AI, ‘ChatGPT’ (using the freely available LLM GPT-3.5). One use of this approach is as a pedagogy in Literary Studies employing text analysis software (e.g. on a digital stylistics course). Yet given creative adaptability is a key 21st-century skill, with digital literacy—including the use of Generative AI—an important contemporary competence, and with the short story genre universally known, I highlight too the utility of this approach as a university-wide pedagogy for enhancing creative thinking.
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来源期刊
CiteScore
1.80
自引率
25.00%
发文量
78
期刊介绍: DSH or Digital Scholarship in the Humanities is an international, peer reviewed journal which publishes original contributions on all aspects of digital scholarship in the Humanities including, but not limited to, the field of what is currently called the Digital Humanities. Long and short papers report on theoretical, methodological, experimental, and applied research and include results of research projects, descriptions and evaluations of tools, techniques, and methodologies, and reports on work in progress. DSH also publishes reviews of books and resources. Digital Scholarship in the Humanities was previously known as Literary and Linguistic Computing.
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