Ghost in the Machine: When Does AI Become Sentient?

Probably the most well-known technique designed to measure artificial intelligence is the Turing Test, named for British mathematician Alan Turing. After his vital assistance breaking German codes in the Second World War, he spent some time working on artificial intelligence. Turing believed that the human brain is like a digital computer. He devised what he called the imitation game, in which a human asks questions of a machine in another location (or at least where the person can't see it). If the machine can have a conversation with the person and fool them into thinking it's another person rather than a machine reciting pre-programmed information, it has passed the test.

The idea behind Turing's imitation game is simple, and one might imagine Lemoine's conversations with LaMDA would have convinced Turing, when he devised the game. Google's response to Lemoine's claim, however, shows that AI researchers now expect much more advanced behavior from their machines. Adrian Weller, AI program director at the Alan Turing Institute in the United Kingdom, agreed that while LaMDA's conversations are impressive, he believes the AI is using advanced pattern-matching to mimic intelligent conversation.

As Carissa Véliz wrote in Slate, "If a rock started talking to you one day, it would be reasonable to reassess its sentience (or your sanity). If it were to cry out 'ouch!' after you sit on it, it would be a good idea to stand up. But the same is not true of an AI language model. A language model is designed by human beings to use language, so it shouldn't surprise us when it does just that."

AI definitely has a cool factor, even if it isn't plotting to take over the world before the hero arrives to save the day. It seems like the kind of tool we want to hand off the heavy lifting to so we can go do something fun. But it may be a while before AI – sentient or not – is ready for such a big step.

Timnit Gebru, founder of the Distributed AI Research Institute (DAIR), suggests that we think carefully and move slowly in our adoption of artificial intelligence. She and many of her colleagues are concerned that the information used by AIs is making the machines seem racist and sexist. In an interview with IEEE Spectrum, DAIR Research Director Alex Hanna said she believes at least some of the data used in the language models by AI researchers are collected "via ethically or legally questionable technologies." Without fair and equal representation in the data, an AI can make decisions that are biased. Blake Lemoine, in an interview about LaMDA, said he didn't believe an artificial intelligence can be unbiased.

One of the Algorithmic Justice Society's goals stated in its Mission Statement is to make people more aware of how AI affects them. Founder Joy Buolamwini delivered a TED Talk as a graduate student at the Massachusetts Institute of Technology (MIT) about the "coded gaze." The AIs she has worked with had a more difficult time reading Black faces, simply because they hadn't been programmed to recognize a wide range of people's skin tones. The AJS wants people to know how data are collected, what kind of data are being collected, to have some sort of accountability, and to be able to take action to modify the AI's behavior.

Even if you could create an AI capable of truly unbiased decision making, there are other ethical questions. Right now, the cost of creating large language models for AIs runs into the millions of dollars. For example, the AI known as GPT-3 may have cost between $11 and $28 million. It may be expensive, but GPT-3 is capable of writing whole articles by itself. Training an AI also takes a toll on the environment in terms of carbon dioxide emissions. Impressive, yes. Expensive, also yes.

These factors won't keep researchers from continuing their studies. Artificial intelligence has come a long way since the mid-to-late 20th century. But even though LaMDA and other modern AIs can have a very convincing conversation with you, they aren't sentient. Maybe they never will be.