Explainer
AI
Belief
Creed
5 min read

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 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
Belief
Books
Creed
Poetry
1 min read

Why a book? The words that change the world and me

Living by a literature that’s imbibed in countless cultures.

Belle is the staff writer at Seen & Unseen and co-host of its Re-enchanting podcast.

A man sits on a pier intently reading a book on his lap.
Ben White on Unsplash.

I have a belief system, a story that I live by, a lens through which I perceive the world. That doesn’t make me unusual or in any way different to you – we all have those, whether we’re aware of them or not. What may make me different to you is that mine are primarily explained to me through a book – or, more accurately, a library of sixty-six books – which we call the Bible. 

The story that I live by, that I breathe in and out, is bound. It sits within a cover, it moves through pages, it unfolds according to a contents page – it has genre, it has authors, it has punctuation.  

And I’ve never really found this odd. 

I think it’s because I’m what Charles Taylor would call a ‘storied creature’, my default is to make sense of the world on a largely imaginative level. I’m also quite romantic; poetically inclined, one could say. It sometimes feels as though words flow through my veins – if you were to cut me open, I may just bleed a puddle of my favourite Jane Austen monologues straight onto the floor. And so, my personality happens to lend itself spectacularly well to living my life according to a spiritual, sixty-six book wide, library. I’ve never really had to wrestle with the strangeness of such a thing, I’ve never sat down and stared the oddness of it in the eye, I’ve never even really asked myself (or God): why a book?  

I feel I should pause here, and offer a quick Rory Stewart-esque explainer, just so that we’re all on the same page.  

What I, and Christians through time and place, call the Bible is an anthology of sixty-six books, written by around forty authors, in three languages, over the span of 1,400-ish years. Within it, one can find poetry, narrative, apocalyptic literature, erotic literature, lists and figures, instructions and explanations. It is – year in and year out – the bestselling book in the world, with over 100 million copies sold or gifted each year. The New York Times Bestseller List actually omits it from its rundown, because otherwise it would always be so boringly there – sitting comfortably right at the top. No other book ever comes close. Words from this anthology of literature are graven into the floors and walls of the Houses of Parliament, they’re woven into almost every work of Shakespeare, they’re spray-painted clumsily onto billboards in the city I call home.  

And so, I guess, in one way, the answer to my question – why a book? – is all of that. The peculiar far-reaching resonance of the methodology speaks for itself. I think of Robin Williams’ impassioned monologue in Dead Poets Society… 

‘No matter what anybody tells you, words and ideas can change the world. We don't read and write poetry because it's cute. We read and write poetry because we are members of the human race. And the human race is filled with passion.’  

… And I get it. I understand why it was literature that was compiled, why language and words were the tool of choice. For better and for worse, biblical words and ideas have changed the world – they have been ‘the making of the western mind’, just ask Tom Holland. And so, pragmatically, one could argue that the Bible being a book (or a book of books) means that it has successfully imbedded itself in countless cultures, while also transcending them. It’s gone further, lasted longer, sunk deeper than any other form of communication could. Such is the power of words. 

But to stop my pondering there feels like I’d be stopping short. I’m not sure that a distant, pragmatic, academic answer is one that I feel satisfied with.  

So, this morning, I sat down with a cup of tea, a pen, my notebook, and a newfound curiosity - and I asked myself, and God, why a book?  

Why poetry?  

Why story?  

Why wordplay?  

Why have I – an educated, arguably disenchanted, most definitely left-brained, twenty-first century adult - been so willing to let these things mould my interior life? Why am I so moved by them? Moved to action, moved to tears, moved to rage. How can I read something that was written a millennia ago, in a part of the world I have never trod on, and somehow feel as if it is a love letter written exclusively to my own soul?  

I think that those are the real questions - the questions to which I have both a thousand and zero answers.  

And, like any work of literature, it does not give its meaning up easily – it requires me to sit with it, to excavate it, to gnaw on it like a dog with a bone. 

Zero answers, because I fundamentally think that it’s a spiritual thing, a God-designed thing, a thing that sits beyond any explanation I could piece together. The God that I believe exists wants me to know about him, wants me to learn and study, wants me to get glimpses of how thinks, how he works, he feels about me – and you. That’s a wild and wonderous thing. That reality leads me be stunned not only at the methodology, but the desire behind it, as St. Augustine wrote,  

‘the whole Bible does nothing but tell of God’s love’.  

And so, this literature, to me, is a source of truth, leaning into Iain McGilchrist’s inkling that,  

‘the fact that religions and mystical and spiritual traditions have always had to use language in a poetic way doesn’t mean that what they’re talking about is not real, it means it is ultimately real.’ 

The biblical literature uses words to take us to the edge of them.  

And, like any work of literature, it does not give its meaning up easily – it requires me to sit with it, to excavate it, to gnaw on it like a dog with a bone.  

Sometimes reading it feels like a balm on my heart, other times it feels like a wrestle in the dirt. But I guess that’s the beauty of it being a book, right? My worldview sits within a piece of literature that is adorned with my scribbles, tear stains, tea spills. A book that meets me every single day, ready to read me as I read it, giving my as many questions as it does answers. 

So, why a book? Because now that I think about it, it is odd. The powerful resonance of words for all cultures at all times, perhaps? Or the way that poetry was designed to make a bee line for the deepest parts of us? Or the fact that it is only through language that we can talk about the things that go beyond it?  

There are a thousand human-sized answers, if you really need them. I happen to enjoy the mystically-charged zero answers, myself.  

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