Word Embeddings and Stability
Table 2.10: Analogy scores for every language and embedding technique outlined in Section 1.2. The calculation of mean μ and standard deviation σ is based on 128 independent runs.
['[BOLD] Language', '[BOLD] word2vec Analogy Score', '[BOLD] word2vec Analogy Score', '[BOLD] GloVe Analogy Score', '[BOLD] GloVe Analogy Score', '[BOLD] fastText Analogy Score', '[BOLD] fastText Analogy Score']
fastText outperforms word2vec and GloVe in every language except for Finnish. And the results on the Finnish word analogy task set need to be treated with caution, as it consists of only around 103 tasks, around 20-times fewer than in any other language.