Litcius/Paper detail

Artificial intelligence learns to reason

Melanie Mitchell

2025Science13 citationsDOI

Abstract

Julia has two sisters and one brother. How many sisters does her brother Martin have? Solving this tiny puzzle requires a bit of thinking. You might mentally picture the family of three girls and one boy and then realize that the boy has three sisters. Or you might figure out a more general rule: Any boy in the family will have one more sister than any girl. In other words, the answer to such a puzzle isn't something you immediately know, like Paris is the capital of France; it requires reasoning, a central feature of human intelligence, and one that large language models (LLMs) like GPT-4, for all their impressive behavior, struggle with.

Topics & Concepts

BrotherGirlSisterFeature (linguistics)PsychologyPsychoanalysisArtificial intelligenceComputer sciencePhilosophyLawDevelopmental psychologyLinguisticsPolitical scienceTopic ModelingCognitive Science and Mapping