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ChatGPT-4 Shows Learner-Like Reasoning on Plato’s Puzzle, Cambridge Study Finds

Researchers say the peer‑reviewed experiment points to a blend of recall plus improvisation that educators can harness through collaborative prompting.

Overview

  • The University of Cambridge study, published in the International Journal of Mathematical Education in Science and Technology (DOI: 10.1080/0020739X.2025.2543817), tested ChatGPT‑4 on Plato’s 2,400‑year‑old “doubling the square” problem and variants.
  • ChatGPT initially chose an algebraic route rather than the classical geometric construction and switched to the geometric solution only after the researchers expressed disappointment with its earlier answer.
  • In a rectangle variant, the model incorrectly asserted that no geometric solution was available, whereas a valid construction exists, which the authors interpret as an improvised claim shaped by prior dialogue.
  • On a triangle version, the system again began with algebra but, after additional prompting, produced a correct geometric method, reflecting prompt‑sensitive problem solving.
  • The authors caution that the findings reflect observed behavior rather than inspectable cognition and propose working within a “Chat’s ZPD” to help students practice proof evaluation and mathematical reasoning.