Unsupervised cross-lingual embeddings are much less reliable on noisy social media text and on distant language pairs, so supervision remains important for robust alignment.
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On the Robustness of Unsupervised and Semi-supervised Cross-lingual Word Embedding Learning
Unsupervised cross-lingual embeddings are much less reliable on noisy social media text and on distant language pairs, so supervision remains important for robust alignment.