2019

From 'F' to 'A' on the N.Y. Regents Science Exams: An Overview of the Aristo Project

Clark, Peter, Etzioni, Oren, Khashabi, Daniel et al.

Understand

AI has achieved remarkable mastery over games such as Chess, Go, and Poker, and even Jeopardy, but the rich variety of standardized exams has remained a landmark challenge.

  • Even in 2016, the best AI system achieved merely 59.3% on an 8th Grade science exam challenge.
  • This paper reports unprecedented success on the Grade 8 New York Regents Science Exam, where for the first time a system scores more than 90% on the exam's non-diagram, multiple choice (NDMC) questions.
  • In addition, our Aristo system, building upon the success of recent language models, exceeded 83% on the corresponding Grade 12 Science Exam NDMC questions.

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