Origins of Hierarchical Logical Reasoning

Published on February 5, 2023

Understanding how hierarchical logical reasoning develops is like discovering the intricate roots of a towering tree. Hierarchical cognitive mechanisms are the invisible gears that power complex human behaviors such as language, music, math, tool-use, and understanding others’ minds. The scientific community has long sought to unravel the origins of this type of reasoning, but it hasn’t been an easy puzzle to solve. Past research often overlooked the distinction between observable behavior and the underlying cognitive processes at play. Additionally, previous studies mainly focused on passive tasks, which weren’t robust enough to fully explore hierarchical rules. To gain deeper insights, it is crucial to conduct learning studies in humans, other animals, and machines using formal models that compare different cognitive mechanisms involved in hierarchical behavior. By doing so, we can dig deeper into the domains of recursion, rule-learning, symbolic reasoning, and even potentially uncover what makes human cognition uniquely capable of hierarchical logical reasoning. Curious to learn more? Dive into the underlying research!

Abstract
Hierarchical cognitive mechanisms underlie sophisticated behaviors, including language, music, mathematics, tool-use, and theory of mind. The origins of hierarchical logical reasoning have long been, and continue to be, an important puzzle for cognitive science. Prior approaches to hierarchical logical reasoning have often failed to distinguish between observable hierarchical behavior and unobservable hierarchical cognitive mechanisms. Furthermore, past research has been largely methodologically restricted to passive recognition tasks as compared to active generation tasks that are stronger tests of hierarchical rules. We argue that it is necessary to implement learning studies in humans, non-human species, and machines that are analyzed with formal models comparing the contribution of different cognitive mechanisms implicated in the generation of hierarchical behavior. These studies are critical to advance theories in the domains of recursion, rule-learning, symbolic reasoning, and the potentially uniquely human cognitive origins of hierarchical logical reasoning.

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