Artificial General Intelligence: Concept, State of the Art, and Future Prospects
Искусственный общий интеллект: концепция, современное состояние и перспективы развития
2014-06-19
SCID: 54.1/jn42dcxz
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AGI systemsArtificial General IntelligenceTuring Testgeneral intelligencemetrics for general intelligence
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Abstract (AI)
Abstract 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.
Key Findings
1
AGI definitions draw on mathematical formalisms, engineering approaches, and biology-inspired perspectives.
2
AGI system designs span symbolic, emergentist, hybrid, and universalist architectures.
3
Assessing human-level AGI may use relatively clear benchmarks, such as the Turing Test or educational achievement by a robot.
4
Evaluating partial progress toward AGI remains controversial and problematic because suitable general-intelligence metrics are not yet established.
5
The paper surveys the emerging AGI research community and its progress toward systems with intelligence comparable to or exceeding human capabilities.
Research Object
Artificial General Intelligence (AGI) systems
Research Subject
the concept, design approaches, progress, and evaluation metrics of AGI, including the pursuit of human-comparable general intelligence
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2014-06-19
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