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Does anyone know if the languages all live in the same 300-dimensional space, or are they each trained independently? (i.e. do words and their translations have
by GrantS 10y ago
Does anyone know if the languages all live in the same 300-dimensional space, or are they each trained independently? (i.e. do words and their translations have similar vectors?)
- exgrv 10y agoModels are trained independently for each language. So unfortunately, you cannot directly compare words from different languages using these vectors. If you have a bilingual dictionary, you might try to learn a linear mapping from one language to the other (e.g. see https://arxiv.org/abs/1309.4168 https://arxiv.org/abs/1309.4168 for this approach).
- cschmidt 10y agoSince it doesn't mention that, i would assume they are in different spaces, trained independently.