Training VLMs to point via text induces serial processing that eliminates binding errors and enables compositional generalization on multi-object tasks.
Bound by semanticity: universal laws governing the generalization-identification tradeoff.arXiv preprint arXiv:2506.14797,
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Binding Visual Features Point by Point
Training VLMs to point via text induces serial processing that eliminates binding errors and enables compositional generalization on multi-object tasks.