Concepts are embedded as learned linear subspaces, so entailment becomes subspace inclusion and logical operations become intersection, sum, and orthogonal complement; the method claims SOTA on WordNet and surpasses bi-encoder baselines on SNLI.
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Native Hierarchical and Compositional Representations with Subspace Embeddings
Concepts are embedded as learned linear subspaces, so entailment becomes subspace inclusion and logical operations become intersection, sum, and orthogonal complement; the method claims SOTA on WordNet and surpasses bi-encoder baselines on SNLI.