Whether it's AI or us, it's OK to be ignorant

Our search for answers begins by recognising that we don’t have them.

Simon Walters

Simon Walters is Curate at Holy Trinity Huddersfield.

A street sticker displays multiple lines reading 'and then?'

Stephen Harlan on Unsplash.

When was the last time you admitted you didn’t know something? I don’t say it as much as I ought to. I’ve certainly felt the consequences of admitting ignorance – of being ridiculed for being entirely unaware of a pop culture reference, of being found out that I wasn’t paying as close attention to what my partner was saying as she expected. In a hyper-connected age when the wealth of human knowledge is at our fingertips, ignorance can hardly be viewed as a virtue.

A recent study on the development of artificial intelligence holds out more hope for the value of admitting our ignorance than we might have previously imagined. Despite wide-spread hype and fearmongering about the perils of AI, our current models are in many ways developed in similar ways to how an animal is trained. An AI system such as ChatGPT might have access to unimaginable amounts of information, but it requires training by humans on what information is valuable or not, whether it has appropriately understood the request it has received, and whether its answer is correct. The idea is that human feedback helps the AI to hone its model through positive feedback for correct answers, and negative feedback for incorrect answers, so that it keeps whatever method led to positive feedback and changes whatever method led to negative feedback. It really isn’t that far away from how animals are trained.

However, a problem has emerged. AI systems have become adept at giving coherent and convincing sounding answers that are entirely incorrect. How has this happened?

This is a tool; it is good at some tasks, and less good at others. And, like all tools, it does not have an intrinsic morality.

In digging into the training method for AI, the researchers found that the humans training the AI flagged answers of “I don’t know” as unsatisfactory. On one level this makes sense. The whole purpose of these systems is to provide answers, after all. But rather than causing the AI to return and rethink its data, it instead developed increasingly convincing answers that were not true whatsoever, to the point where the human supervisors didn’t flag sufficiently convincing answers as wrong because they themselves didn’t realise that they were wrong. The result is that “the more difficult the question and the more advanced model you use, the more likely you are to get well-packaged, plausible nonsense as your answer.”

Uncovering some of what is going on in AI systems dispels both the fervent hype that artificial intelligence might be our saviour, and the deep fear that it might be our societal downfall. This is a tool; it is good at some tasks, and less good at others. And, like all tools, it does not have an intrinsic morality. Whether it is used for good or ill depends on the approach of the humans that use it.

But this study also uncovers our strained relationship with ignorance. Problems arise in the answers given by systems like ChatGPT because a convincing answer is valued more than admitting ignorance, even if the convincing answer is not at all correct. Because the AI has been trained to avoid admitting it doesn’t know something, all of its answers are less reliable, even the ones that are actually correct.

This is not a problem limited to artificial intelligence. I had a friend who seemed incapable of admitting that he didn’t know something, and whenever he was corrected by someone else, he would make it sound like his first answer was actually the correct one, rather than whatever he had said. I don’t know how aware he was that he did this, but the result was that I didn’t particularly trust whatever he said to be correct. Paradoxically, had he admitted his ignorance more readily, I would have believed him to be less ignorant.

It is strange that admitting ignorance is so avoided. After all, it is in many ways our default state. No one faults a baby or a child for not knowing things. If anything, we expect ignorance to be a fuel for curiosity. Our search for answers begins in the recognition that we don’t have them. And in an age where approximately 500 hours of video is uploaded to YouTube every minute, the sum of what we don’t know must by necessity be vastly greater than all that we do know. What any one of us can know is only a small fraction of all there is to know.

Crucially, admitting we do not know everything is not the same as saying that we do not know anything.

One of the gifts of Christian theology is an ability to recognize what it is that makes us human. One of these things is the fact that any created thing is, by definition, limited. God alone is the only one who can be described by the ‘omnis’. He is omnipotent, omnipresent, and omniscient. There is no limit to his power, and presence, and knowledge. The distinction between creator and creation means that created things have limits to their power, presence, and knowledge. We cannot do whatever we want. We cannot be everywhere at the same time. And we cannot know everything there is to be known.

Projecting infinite knowledge is essentially claiming to be God. Admitting our ignorance is therefore merely recognizing our nature as created beings, acknowledging to one another that we are not God and therefore cannot know everything. But, crucially, admitting we do not know everything is not the same as saying that we do not know anything. Our God-given nature is one of discovery and learning. I sometimes like to imagine God’s delight in our discovery of some previously unknown facet of his creation, as he gets to share with us in all that he has made. Perhaps what really matters is what we do with our ignorance. Will we simply remain satisfied not to know, or will it turn us outwards to delight in the new things that lie behind every corner?

For the developers of ChatGPT and the like, there is also a reminder here that we ought not to expect AI to take on the attributes of God. AI used well in the hands of humans may yet do extraordinary things for us, but it will not truly be able to do anything, be everywhere, or know everything. Perhaps if it was trained to say ‘I don’t know’ a little more, we might all learn a little more about the nature of the world God has made.

Explainer

Culture

Digital

16 July 2024

6 min read

Tech has changed: it’s no longer natural or neutral

The first in a three-part series exploring the implications of technology.

James Lawrence

James is Canon Missioner at Blackburn Cathedral. He researches technology and theology at Oxford University.

A caveman holding a hammer looks at a bench on which are a broken bicycle and a laptop.

Nick Jones/Midjourney.ai.

My son was born in February last year and it seems that every day he is developing new skills or facial expressions and adorable quirks. Just the other day he was playing with some wooden blocks and when they inevitably fell over, he let out the most adorable giggle. As you can guess I immediately reached for my phone so that I could capture the moment. Moments like this happen all the time in the life of a modern parent- we want to share with our spouse, family, and friends or just capture the moment for ourselves because it’s something we treasure. And yet, in this series of articles I would like to consider this moment, and the thousands like it that take place in a technological society, and ask: is everything as benign as it seems?

There are two ideas that often come up whenever people talk about technology. The first is that technology is basically ‘neutral’, that technology only becomes good or bad depending on what you are doing with it. “Look at a hammer,” someone might say, “there is nothing intrinsically good or bad about this hammer, only the end result is good or bad depending on whether I’m using it to hit nails or people!” On this reading of technology, the only important questions relate to the consequences of use.

If technology is neutral, then the primary concern for users, legislators and technologists is the consequences of technology, and not the technology itself. The only way to ensure that the technology is used for good is to ensure, somehow, that more good people will use the technology for good things than bad people using it for bad things. Often this idea will present itself as a conversation about competing freedoms: very few people (with some important exceptions, see this article from Ezra Klein) are debating whether there is something intrinsically problematic about the app formerly known as Twitter, most discussion revolves around how to maintain the freedom of good users while curtailing the freedom of bad users.

We assume that these tools of social interaction like Facebook and Instagram are, in and of themselves, perfectly benign. We are encouraged to think this by massive corporations who have a vested interest in maintaining our use of their platforms, and at first glance, they seem completely harmless: what could possibly be the problem with a website in which grandma can share photos of her cat? And while the dark underbelly of these platforms has violent real-world consequences – like the rise of antisemitism and anti-Muslim hatred – the solution is primarily imagined as a matter of dealing with ‘bad actors’ rather than anything intrinsically problematic with the platforms themselves.

Jobs here draws a straight-line comparison between the bicycle and the PC. As far as Jobs is concerned, there is no quantitative difference in kind between the two tools.

The second idea is related but somewhat different: Advocates of modern technology will suggest that humanity has been using technology ever since there were humans and therefore all this modern technology is not really anything to worry about. “Yes, modern technology looks scary,” someone might say, “but it’s really nothing to worry about, humans have been using tools since the Stone Age don’t you know!” This view proposes that because hammers are technology, and all technology is the same, there is, therefore, no difference between a hammer and the internet, or between the internet and a cyborg.

This second idea tends to be accompanied by an emphasis on the slow and steady evolution of technology and by highlighting the fact that at every major technological advancement there have been naysayers decrying the latest innovation. (Even Plato was suspicious of writing when that was invented). Taken as part of a very long view of human history, the technological innovations of the last 100 years seem to be a normal and natural part of the evolution of our species which has always set itself apart from the rest of the animal kingdom in its use of technology.

Steve Jobs gives a good example of this in an interview he gave about the development PC:

“I think one of the things that really separates us from the high primates is that we’re tool builders. I read a study that measured the efficiency of locomotion for various species on the planet. The condors used the least energy to move a kilometer. And humans came in with a rather unimpressive showing about a third of the way down the list… not too proud of a showing for the crown of creation… But then somebody at Scientific American had the insight to test the efficiency of locomotion for a man on a bicycle. And a human on a bicycle blew the condor away – completely off the top of the charts.

And that’s what a computer is to me… It’s the most remarkable tool we’ve ever come up with… It’s the equivalent of a bicycle for our minds”

Notice that Jobs here draws a straight-line comparison between the bicycle and the PC. As far as Jobs is concerned, there is no quantitative difference in kind between the two tools: one is more complex than the other but otherwise, they are just technologies that expand human capacity. “A Bicycle for our minds” is a fascinating way to describe a computer because it implies that nothing about our minds will be changed, they’ll just be a little bit faster.

And yet, despite the attempts of thought leaders like Jobs to convince us that modern technology is entirely benign, many of us are left with a natural suspicion that there is more going on. As a priest in the Church of England, I often have conversations with parishioners and members of the public who are looking for language or a framework which describes the instinctive recognition that something has changed at some point (fairly recently) about the nature of the technology that we use, or the way that it influences our lives. That modern technology is not simply the natural extension of the sorts of tools that humans have been using since the Stone Age and that modern technology is not neutral but in significant ways has already had an effect regardless of how we might use it. How do we respond to such articulate and thoughtful people such as Steve Jobs who make a compelling case that modern technology is neutral and natural?

I often have conversations with parishioners who are looking for language or a framework which describes the instinctive recognition that something has changed about the nature of the technology that we use, or the way that it influences our lives.

Thinking back to that moment with my son when he giggles and I take a photo of him, at first glance it seems completely innocuous. But what resources are available if I did want to think more carefully about that moment (and the many like it) which suffuse my daily life? Thankfully there is a growing body of literature from philosophers and theologians who are thinking about the impact of modern technology on the human condition. In the next two articles I would like to introduce the work of Martin Heidegger, outline his criticism of modern technology, showing how he challenges the idea that technology is simply a natural extension of human capacity or a neutral tool.

Heidegger is a complex character in philosophy and in Western history. There is no getting around the fact that he was a supporter of the Nazi Party during the second world war. His politics have been widely condemned and rightly so, nevertheless, his insights on the nature of modern technology continue to this day to provide insights that are useful. His claim is that modern technology essentially and inevitably changes our relationship with the world in which we live and even with ourselves. It is this claim, and Heidegger’s suggested solution, that I will unpack in the next two articles.