GPT-4.1 reads standard analog clocks well but fails badly on visually altered clocks, indicating memorization of clock images rather than a general ability to tell time.
Lee, Kangwook Lee, and Dimitris Papailiopoulos
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Have Multimodal Large Language Models (MLLMs) Really Learned to Tell the Time on Analog Clocks?
GPT-4.1 reads standard analog clocks well but fails badly on visually altered clocks, indicating memorization of clock images rather than a general ability to tell time.