MarkTechPost@AI 2024年07月20日
Is Generative AI Boosting Individual Creativity but  Reducing Collective Novelty?
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一项最新研究表明,生成式AI可以提高个人在短篇小说创作中的创意,但同时可能导致集体创意产出的同质化,降低原创内容的多样性。研究人员发现,使用AI辅助创作的短篇小说在趣味性、写作质量和情节曲折性方面表现更出色,但同时也更相似,这引发了对AI对人类创造力的影响的思考。

🤔 研究表明,生成式AI可以显著提高个人在短篇小说创作中的创意,特别是对于那些创意能力较低的人,AI可以帮助他们突破创作障碍,创作出更引人入胜的故事。

💡 研究发现,使用AI辅助创作的短篇小说在趣味性、写作质量和情节曲折性方面表现更出色,评价者认为它们更有趣、更易读,并且更有可能包含情节转折。

⚠️ 然而,研究也发现了一个负面影响:使用AI辅助创作的短篇小说之间往往更加相似,而人类独立创作的小说则更加多样化。这表明,虽然AI可以提高个人的创意,但它也可能导致集体创意产出的同质化,降低原创内容的多样性。

📊 研究比较了三种创作条件:人类独立创作、使用单个AI创意辅助创作和使用五个AI创意辅助创作。结果表明,使用AI创意辅助创作的小说在有用性和新鲜度方面都有显著提高,而人类独立创作的小说则没有显著变化。

📈 研究还发现,对于创意能力较低的人来说,使用AI辅助创作可以显著提高他们的创作质量,使其与创意能力较高的人的创作水平相当。

📉 通过客观分析,研究发现,AI辅助创作的小说彼此之间以及与AI生成的创意之间更加相似,这表明AI可能导致创意产出的同质化。

Innovation and the artistic, musical, and literary expression of human experiences and emotions depend on creativity. However, the idea that material created by humans is inherently better is coming under pressure from the emergence of generative artificial intelligence (AI) technologies, such as Large Language Models (LLMs). Content in several formats, such as text (ChatGPT), graphics (Midjourney), audio (Jukebox), and video (Pictory), can be produced using generative AI. 

These technologies have already shown that they can speed up programming processes, increase customer service productivity, improve white-collar work quality and efficiency, reinforce persuasive messaging, and enhance collaborative storytelling. However, more information is needed about how generative AI might affect creativity, which is one of the fundamental facets of human behavior.

Recently, a team of researchers from the University College London and the University of Exeter carried out a study looking at the influence of generative AI on creative written output to study how it affects human creativity, specifically in the setting of short fiction. In the business world and society, writing is a common means of human expression. The purpose of the study is to evaluate the impact of generative AI on participants’ creative short story production. Participants were instructed to compose a narrative on a randomly chosen topic, with precise guidelines about its length and intended readership to prevent contradictory outcomes. 

The results have shown that having access to generative AI concepts greatly improves the stories’ perceived inventiveness, literary caliber, and overall enjoyment. This effect is more noticeable in writers who are typically less imaginative. These authors gain the most from the AI’s capacity to come up with initial concepts since it enables them to get over creative barriers and produce more captivating narratives.

The research also revealed a drawback to the application of generative AI in creative writing. When AI is used to create stories, the stories that result are typically more alike than when humans develop them alone. According to this, generative AI may increase individual creativity but may also homogenize creative outputs, decreasing the variety of original stuff created.

This dynamic produces social difficulty. Writers gain from AI’s increased quality and inventiveness on an individual basis. However, due to the dependence on AI-generated concepts, the variety of original and distinctive content is reduced. This compromise has important ramifications for scholars, decision-makers, and practitioners who work to promote creativity.

The team has summarized the results as follows.

    The study compared creative outputs between a Human-only condition and two Generative AI-assisted conditions, one AI idea and five AI ideas. Generative AI made stories much more unique and valuable.
    Compared to the Human-only condition, the Single AI Idea Condition demonstrated a 3.7% gain in usefulness and a 5.4% rise in tale freshness.
    Five AI Ideas Condition produced a 9.0% gain in usefulness and an 8.1% rise in uniqueness.
    Evaluators deemed AI-assisted stories to be more entertaining, better written, and more likely to contain plot twists. There were no discernible differences in the writers’ self-evaluations between the conditions.
    Results were impacted by inherent inventiveness as determined by the Divergent Association Task (DAT). With AI support, high-DAT writers’ stories didn’t significantly alter their quality. On the other hand, uniqueness, utility, writing quality, and enjoyment all significantly improved for low-DAT authors, matching the performance of high-DAT writers.
    AI-assisted stories were shown to be more similar to each other and to AI-generated ideas through objective analysis using cosine similarity scores. 

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生成式AI 创意 AI对人类的影响 短篇小说 创作
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