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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 alandmark challenge. Even in 2016, the best AI system achieved merely 59.3% onan 8th Grade science exam challenge. This paper reports unprecedented successon the Grade 8 New York Regents Science Exam, where for the first time a systemscores more than 90% on the exam's non-diagram, multiple choice (NDMC)questions. In addition, our Aristo system, building upon the success of recentlanguage models, exceeded 83% on the corresponding Grade 12 Science Exam NDMCquestions. The results, on unseen test questions, are robust across differenttest years and different variations of this kind of test. They demonstrate thatmodern NLP methods can result in mastery on this task. While not a fullsolution to general question-answering (the questions are multiple choice, andthe domain is restricted to 8th Grade science), it represents a significantmilestone for the field.

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