Audited MERU, HyCoCLIP, and PHyCLIP checkpoints operate near-Euclidean with saturated entailment cones, so they do not demonstrate active radial or cone-based hierarchy.
From image descriptions to visual denotations: New similarity metrics for semantic inference over event descriptions
2 Pith papers cite this work. Polarity classification is still indexing.
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citing papers explorer
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Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models
Audited MERU, HyCoCLIP, and PHyCLIP checkpoints operate near-Euclidean with saturated entailment cones, so they do not demonstrate active radial or cone-based hierarchy.
- Score-based Membership Inference on Diffusion Models