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Are word embeddings universal?

The latent variable space is normally non-identifiable up to an orthonormal transformation, so no. But, can we estimate that transformation given a small set of paired points?

Does it work for less explicitly paired data eg different language word embeddings? What about sentence embeddings?

Reconstruction accuracy for 20D embedding, $|V|=5000$


  • Use better corpus eg europarl
  • Enforce orthonormality
  • Transform between languages
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