A Definition and a Test for Human-Level Artificial Intelligence

Deokgun Park, Md Ashaduzzaman Rubel Mondol, Aishwarya Pothula, Mazharul Islam · 2023

Although AI research aims to build human-level artificial intelligence, it was not clearly defined. Furthermore, many tests for HLAI have been proposed, but those are not practical and thus are not used in evaluating AI research. We conjecture that learning from others' experience with the language is the essential characteristic that distinguishes human intelligence from the rest. Humans can update the behavior policy with verbal descriptions as if they had experienced it first-hand. We present a classification of intelligence according to how individual agents learn and propose a definition and a test for HLAI. The main idea is that language acquisition without explicit rewards can be a sufficient test for HLAI. We built a simulated environment to conduct this test practically, and we hope other researchers can use it to facilitate the research on HLAI.

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