A linear projection of Word2Vec and GloVe embeddings onto eight part-of-speech axes yields compact interpretable vectors, and combining them with the original vectors gives small gains on a few downstream tasks.
Fish transporters and miracle homes: How compositional distributional semantics can help np parsing
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Interpretable Syntactic Representations Enable Hierarchical Word Vectors
A linear projection of Word2Vec and GloVe embeddings onto eight part-of-speech axes yields compact interpretable vectors, and combining them with the original vectors gives small gains on a few downstream tasks.