IBM Research AI, Haifa, Israel.
IBM Research AI, Dublin, Ireland.
Nature. 2021 Mar;591(7850):379-384. doi: 10.1038/s41586-021-03215-w. Epub 2021 Mar 17.
Artificial intelligence (AI) is defined as the ability of machines to perform tasks that are usually associated with intelligent beings. Argument and debate are fundamental capabilities of human intelligence, essential for a wide range of human activities, and common to all human societies. The development of computational argumentation technologies is therefore an important emerging discipline in AI research. Here we present Project Debater, an autonomous debating system that can engage in a competitive debate with humans. We provide a complete description of the system's architecture, a thorough and systematic evaluation of its operation across a wide range of debate topics, and a detailed account of the system's performance in its public debut against three expert human debaters. We also highlight the fundamental differences between debating with humans as opposed to challenging humans in game competitions, the latter being the focus of classical 'grand challenges' pursued by the AI research community over the past few decades. We suggest that such challenges lie in the 'comfort zone' of AI, whereas debating with humans lies in a different territory, in which humans still prevail, and for which novel paradigms are required to make substantial progress.
人工智能(AI)被定义为机器执行通常与智能生物相关任务的能力。论证和辩论是人类智能的基本能力,是人类广泛活动的必要条件,也是所有人类社会的共同特征。因此,计算论证技术的发展是人工智能研究中一个重要的新兴学科。在这里,我们展示了 Project Debater,这是一个能够与人类进行竞争辩论的自主辩论系统。我们提供了系统架构的完整描述,对其在广泛的辩论主题上的运作进行了彻底和系统的评估,并详细介绍了该系统在与三名专家人类辩手的公开首秀中的表现。我们还强调了与人类辩论与在游戏竞赛中挑战人类之间的根本区别,后者是过去几十年人工智能研究社区所追求的经典“大挑战”的重点。我们认为,这些挑战处于 AI 的“舒适区”,而与人类辩论则处于不同的领域,在这个领域中人类仍然占据主导地位,需要新的范例才能取得实质性进展。