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'balls have zero to me to me...': AI's Non-Human Language

Originally Published: June 21, 2017

Last week we reported on a Facebook AI experiment, wherein bots who were programmed to engage in negotiations began to develop their own language. Yesterday at the Atlantic, Adrienne LaFrance follows up with a look at what this language actually looks like. We'll start with a brief recap on the experiment and then take a look at the language itself:

Something unexpected happened recently at the Facebook Artificial Intelligence Research lab. Researchers who had been training bots to negotiate with one another realized that the bots, left to their own devices, started communicating in a non-human language.

In order to actually follow what the bots were saying, the researchers had to tweak their model, limiting the machines to a conversation humans could understand. (They want bots to stick to human languages because eventually they want those bots to be able to converse with human Facebook users.) When I wrote about all this last week, lots of people reacted with some degree of trepidatious wonder. Machines making up their own language is really cool, sure, but isn’t it actually terrifying?

And also: What does this language actually look like? Here’s an example of one of the bot negotiations that Facebook observed:

Bob: i can i i everything else . . . . . . . . . . . . . .
Alice: balls have zero to me to me to me to me to me to me to me to me to
Bob: you i everything else . . . . . . . . . . . . . .
Alice: balls have a ball to me to me to me to me to me to me to me
Bob: i i can i i i everything else . . . . . . . . . . . . . .
Alice: balls have a ball to me to me to me to me to me to me to me
Bob: i . . . . . . . . . . . . . . . . . . .
Alice: balls have zero to me to me to me to me to me to me to me to me to
Bob: you i i i i i everything else . . . . . . . . . . . . . .
Alice: balls have 0 to me to me to me to me to me to me to me to me to
Bob: you i i i everything else . . . . . . . . . . . . . .
Alice: balls have zero to me to me to me to me to me to me to me to me to

LaFrance goes on to wonder if what the bots are doing is really capital "L" language, or if it bears a closer family resemblance to cryptophasia, or "the name for the phenomenon when twins make up their own secret language, understandable only to them." According to LaFrance:

In the case of Facebook’s bots, however, there seems to be something more language-like occurring, Facebook’s researchers say. Other AI researchers, too, say they’ve observed machines that can develop their own languages, including languages with a coherent structure, and defined vocabulary and syntax—though not always actual meaningful, by human standards.

Read on at the Atlantic.