Papers with intrinsic validation metric
A Resource-Free Evaluation Metric for Cross-Lingual Word Embeddings Based on Graph Modularity (P19-1)
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| Challenge: | Cross-lingual word embeddings encode the meaning of words from different languages into a shared low-dimensional space. |
| Approach: | They show that modularity can be used to improve unsupervised word embeddings . they show that it is useful for low-resource languages where one often has few bilingual pairs . |
| Outcome: | The proposed model improves unsupervised cross-lingual word embeddings on distant language pairs in low-resource settings. |