<p>Yes! In fact one of Google's original word2vec papers highlighted its potential for use in machine-translation between language pairs:</p>

<p><em><a href="https://arxiv.org/abs/1309.4168" rel="noreferrer">Exploiting Similarities among Languages for Machine Translation</a></em></p>

<p>Note that as with English, you'll need to break example texts into word-tokens before feeding them to the Word2Vec algorithm, which may be harder in some languages.</p>
Does word2vec supports multiple languages?
<p>I want to know if we can use word2vec algorithm to train models for languages other than English like Spanish, Chinese,Italian ?</p>