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The paper highlights that, despite advances in AI, olfaction has been largely neglected due to scientific and technological challenges, despite its importance in human cognition and emotion. It advocates for increased interdisciplinary efforts to develop olfactory benchmarks and datasets, emphasizing that incorporating smell is essential for creating more embodied, ethically aligned AI systems.