In recent research (full paper also available), researchers from the Google Brain and Google Translate teams have shown intriguing evidence of a so-called interlingua, that is, a language-agnostic common representation of sentences with the same meaning from different languages.

What I also found interesting about this work (and related to the above finding), is that they’re able to perform translations between language pairs that the system has never trained on.