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Experiments on a carefully curated icon dataset reveal structured metonymic circuits, in which perceptual primitives dominate early layers and object-like anchors precede abstract targets, which validate that metonymic intermediates are functionally involved in grounding abstract concepts.
SimLife is introduced, a scalable platform for simulating long-term household life with rich visual observations, ground-truth action logs, and synthetic dialogues with audio that evaluates long-context pattern understanding: the ability to infer latent behavioral rules from weeks or months of everyday observations.
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