Meet the guy trying to turn emoji into a legitimate, usable language
washingtonpost.com
washingtonpost.com
[1] https://www.kickstarter.com/projects/fred/the-emoji-translat...
Written Chinese started as an image-based language.
Give emoji a few thousand years, maybe less, and it could become a proper language. I think it's already starting to evolve. The eggplant symbol has been repurposed to mean "penis". (So I've heard.)
But I think the main roadblock to the machine translator described in the article is that emoji are currently used as an adjunct to peoples' native language. Does a Japanese speaker use emoji the same way as a Russian speaker? Or German or Farsi? I suspect the answer is they don't. So trying to train an AI using texts from all these different speakers will be trying to build a Tower of Babel.
The English word "fish" on the other hand, is not a pictogram, and its evolution has not been primarily visual. Instead it has undergone evolution in pronunciation, which has indirectly affected how the written word "looks".
Like I said, all written scripts if you go back far enough started with pictograms. But that was many millennia ago. Their evolved descendants are divided into alphabetic or syllabic scripts, both using the symbols to represent sounds but with a different granularity.
And really, Firefox spell-check, you're not going to recognize "millennia"? What's wrong with you?