When I saw the Google demo of a CNN using video to split a single audio stream of two guys talking over each other, I became a believer.
This is notorious with current technology: you can demonstrate anything. A few years ago Tesla demonstrated a driverless car. And what? Nothing. Absolutely nothing.
I'm willing to believe stuff I can test myself at home. If it works there, it likely actually works (though possibly needs more testing). But demo booths and youtube - never.
The BICEP2 fiasco is a good example why.
Edit: also, a blog post with more examples and a link to the related publication: https://ai.googleblog.com/2018/04/looking-to-listen-audio-vi...
The original google report was discussed here a few weeks ago: