Lost in Time: Clock and Calendar Understanding Challenges in Multimodal LLMs

Rohit Saxena, Aryo Pradipta Gema, Pasquale Minervini

Understanding time from visual representations is a fundamental cognitive skill, yet it remains a challenge for multimodal large language models (MLLMs). In this work, we investiga…