人工智能的创造性和会话能力:新型聊天机器人如何彻底改变知识产业

IF 5.8 3区 管理学 Q1 BUSINESS Business Horizons Pub Date : 2024-05-24 DOI:10.1016/j.bushor.2024.05.006
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引用次数: 0

摘要

新的生成式人工智能(GenAI)模式为用户提供了前所未有的机遇。人工智能能力在创意和知识密集型领域发挥着越来越大的作用,而这些领域长期以来一直被认为是人类的专长领域。新型聊天机器人以大型语言模型(LLM)为基础,克服了困扰以往人工智能技术日常使用的诸多限制。本文采用承受力理论来理解 ChatGPT 如何促进(即提供)和限制(即剥夺)新型聊天机器人的实用性。我们进一步划分了新型人工智能可负担性的两个不同但又相互关联的维度:创造性和对话性。通过对不同创意和知识密集型行业中使用 ChatGPT 的专业人士进行 29 次访谈,我们确定了三种创造性负担能力(内容创建和增强、知识获取和创造力增强以及任务自动化)和三种对话性负担能力(情境敏感性、交互无障碍性以及人类-人工智能工作流程协同性)。创造性负担能力指的是系统产生新产出和实现日常工作自动化的能力,而对话性负担能力则包括与人工智能系统互动的各种可能性。这两种能力还涉及限制新型人工智能系统实用性的不相容因素。此外,我们还引入了一个综合框架,说明创造性负担能力和对话性负担能力如何通过可访问性、积累性和适应性等元负担能力相互促进。我们用实际案例来说明我们的发现,并为在公司环境中使用这些新兴能力提供指导。
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Creational and conversational AI affordances: How the new breed of chatbots is revolutionizing knowledge industries

The new generative AI (GenAI) paradigm offers unprecedented opportunities for users to tap into. AI capabilities are increasingly helpful in creative and knowledge-intensive domains that have long been considered a territory of human expertise. The new breed of chatbots is based on large language models (LLMs), and they have overcome many constraints that plague the everyday use of previous AI technologies. This article employs the theory of affordances to understand how ChatGPT facilitates (i.e., affords) and constrains (i.e., disaffords) the usefulness of a new breed of chatbots. We further divide two distinct yet interrelated dimensions of new AI affordances: creational and conversational. Via 29 interviews with professionals using ChatGPT in various creative and knowledge-intensive sectors, we identify three creational affordances (content creation and enhancement, knowledge acquisition and creativity augmentation, and task automation) and three conversational affordances (contextual sensitivity, interactive accessibility, and human-AI workflow synergy). Creational affordances refer to the system’s ability to produce novel outputs and automate routine work, whereas conversational affordances encompass the variety of interaction possibilities with an AI system. Both affordances also involve disaffordances that limit the usefulness of the new types of AI systems. Furthermore, we introduce an integrated framework that shows how creational and conversational affordances reinforce each other via meta-affordances of accessibility, accumulation, and adaptability. We illustrate our findings with practical examples and offer guidelines for using these emerging capabilities in company settings.

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来源期刊
Business Horizons
Business Horizons BUSINESS-
CiteScore
17.70
自引率
5.40%
发文量
105
期刊介绍: Business Horizons, the bimonthly journal of the Kelley School of Business at Indiana University, is dedicated to publishing original articles that appeal to both business academics and practitioners. Our editorial focus is on covering a diverse array of topics within the broader field of business, with a particular emphasis on identifying critical business issues and proposing practical solutions. Our goal is to inspire readers to approach business practices from new and innovative perspectives. Business Horizons occupies a distinctive position among business publications by offering articles that strike a balance between academic rigor and practical relevance. As such, our articles are grounded in scholarly research yet presented in a clear and accessible format, making them relevant to a broad audience within the business community.
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