English

A Definition and a Test for Human-Level Artificial Intelligence

Artificial Intelligence 2022-12-16 v5 Computation and Language

Abstract

Despite recent advances of AI research in many application-specific domains, we do not know how to build a human-level artificial intelligence (HLAI). 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 action-value function with the verbal description as if they experience states, actions, and corresponding rewards sequences firsthand. In this paper, 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.

Keywords

Cite

@article{arxiv.2011.09410,
  title  = {A Definition and a Test for Human-Level Artificial Intelligence},
  author = {Deokgun Park and Md Ashaduzzaman Rubel Mondol and Aishwarya Pothula and Mazharul Islam},
  journal= {arXiv preprint arXiv:2011.09410},
  year   = {2022}
}
R2 v1 2026-06-23T20:21:04.067Z