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Artificial General Intelligence: Concept, State of the Art, and Future Prospects

机译:人工智能:概念,最新技术和未来前景

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In recent years broad community of researchers has emerged, focusing on the original ambitious goals of the AI field - the creation and study of software or hardware systems with general intelligence comparable to, and ultimately perhaps greater than, that of human beings. This paper surveys this diverse community and its progress. Approaches to defining the concept of Artificial General Intelligence (AGI) are reviewed including mathematical formalisms, engineering, and biology inspired perspectives. The spectrum of designs for AGI systems includes systems with symbolic, emergentist, hybrid and universalist characteristics. Metrics for general intelligence are evaluated, with a conclusion that, although metrics for assessing the achievement of human-level AGI may be relatively straightforward (e.g. the Turing Test, or a robot that can graduate from elementary school or university), metrics for assessing partial progress remain more controversial and problematic.
机译:近年来,出现了广泛的研究者社区,专注于AI领域的最初宏伟目标-创建和研究具有与人类相当甚至最终大于人类的一般智能的软件或硬件系统。本文调查了这个多样化的社区及其进展。审查了定义通用人工智能(AGI)概念的方法,包括数学形式主义,工程学和生物学启发的观点。 AGI系统的设计范围包括具有象征性,紧急性,混合性和普遍性特征的系统。对通用情报的指标进行了评估,得出的结论是,尽管用于评估人类水平AGI成就的指标可能相对简单(例如,图灵测试或可以从小学或大学毕业的机器人),但用于评估部分智力的指标进展仍然存在争议和问题。

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