Localization in VLMs relies on a containerization mechanism driven by object-aligned tokens and a narrow set of specialized attention heads in early-to-mid or mid-to-late layers.
Emergent sym- bolic mechanisms support abstract reasoning in large lan- guage models.Proceedings of Machine Learning Research, 267:70515–70549
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Mechanisms of Object Localization in Vision-Language Models
Localization in VLMs relies on a containerization mechanism driven by object-aligned tokens and a narrow set of specialized attention heads in early-to-mid or mid-to-late layers.