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. 

Article
Belief
Books
Culture
Morality
5 min read

Jane Austen’s satire helped her survive a dark culture

Amid folly and frailty, she allowed her characters the possibility of forgiveness

Beatrice writes on literature, religion, the arts, and the family. Her published work can be found here

A regency woman writes with a quill
Juliet Stevenson stars in Jane Austen: Rise of a Genius.
BBC.

Do Jane Austen’s heroes and heroines really get the happy endings they deserve? Not exactly, argues writer and journalist Julia Yost in her recent essay, Jane Austen’s Darkness (Wiseblood Books, 2024).  

Far from an escapist Regency fantasy, Yost paints Austen’s world as one ruled by mediocrity and hatred. While believing that ‘Marriage is the heroine’s only defense against darkness’, an institution where goodness can put up a fight against moral bankruptcy, Yost also ultimately argues that none of Austen’s heroines, with the exception of Elizabeth Bennet’s in Pride and Prejudice, manage to triumph over society’s corruption.  

Most Austen readers will be able to recite a list of her villains: Mr. Wickham, Mr. Willoughby, Henry Crawford… but Yost goes beyond this, pointing out that certain universal social malaises – greed, unregulated anger, lack of charity – infect even the supposedly nobler characters in Austen’s novels. For example, Yost interprets Emma Woodhouse’s mocking of Miss Bates, Highbury’s verbally incontinent spinster, not as a sign of immaturity, but as an expression of ‘contempt’ for a social inferior. Another character in Emma, Frank Churchill, is not simply a foolish young man trying to hide an engagement to one woman by flirting with another; he actively ‘enjoys toying with Emma’, and even ‘enjoys torturing Jane [Fairfax]’, his secret fiancée, by spending time with Emma in public. Eleanor Dashwood, Sense and Sensibility’s calm and collected heroine, is guilty of moral compromise by marrying the undeserving Edward Ferrars. Mr. Bennet, Elizabeth’s father in Pride and Prejudice, is an unreformed misanthrope. Vice runs rampant in Yost’s reading of Austen’s novels. 

Not even the truly admirable men and women of Austen’s stories are spared from suffering entirely. In Persuasion, Anne Elliot and Captain Wentworth marry under the threat of the soon-to-be-resumed Napoleonic Wars. In Pride and Prejudice, the Darcys’ marital happiness, we are told in the final chapter, is not quite enough to spread moral betterment among their family and friends: Elizabeth’s sister Kitty improves greatly, but Lady Catherine de Bourgh remains arrogant, Mr. Wickham retains his rakishness, and Lydia stays just as thoughtless.  

For Yost, showing this universal moral malady does not weaken but rather strengthens the novels’ moral gravity. ‘Austen’s satire is salubrious’, she writes, and agreeing with the Austen scholar D.W. Harding, who, in his 1940 essay ‘Regulated Hatred’, argued that laughing at vice is a ‘means for unobtrusive spiritual survival’ amidst social and natural evils. Austen’s biting condemnation, in other words, is the only way to dispel the power of human vices.  

As I was reading Jane Austen’s Darkness, I found myself agreeing with many of Yost’s observations. I’ve spent the better part of the last decade writing about why Jane Austen’s satirical tone serves to make us, the readers, more aware of our failings, so Yost finds a natural ally in me.  

Despite this, I was left feeling that something was missing. There’s a dimension of forgiveness to Austen’s narrative pattern that remains largely unspoken. To be fair to Yost, that’s not the focus of the essay. And yet, I’d be remiss not to mention that, in Austen’s novels, we can’t speak of condemnation without also speaking of repentance.  

Austen’s characters are undeniably fallible. But human frailty also allows for the possibility for repentance and, ultimately, forgiveness. 

For every example of moral failure in an Austen novel, a corresponding example of true remorse can be found. Austen tells us that, after the incident where Emma mocks Miss Bates publicly, she experiences a mixture of ‘anger against herself, mortification, and deep concern’. ‘Never had she felt so agitated, mortified, grieved, at any circumstance in her life’, we’re further told, ‘She was most forcibly struck. The truth of this representation there was no denying’. Emma’s shame pushes her to admit her mistakes to herself. Something similar happens to Elizabeth in Pride and Prejudice, when she realises how blind she has been to Mr. Darcy’s goodness and Mr. Wickham’s deception. Similarly, Yost is right that Mr. Bennet’s misanthropy ‘disables him as a moral actor’, but after his daughter Lydia’s elopement with Mr. Wickham, he begins to feel the force of guilt, knowing that this might have been prevented, had he been more involved in his own children’s upbringing. And if Fanny Price, in Mansfield Park, is passive at the risk of ceasing to be a moral agent altogether, she more than makes up for it when she sternly refuses to marry the rakish Henry Crawford, a man she neither respects nor loves.  

Austen’s characters are undeniably fallible. But human frailty also allows for the possibility for repentance and, ultimately, forgiveness. As the late philosopher and Austen devotee Alasdair Macintyre argued in After Virtue (1981), all of Austen’s heroines experience a moment when they recognise their own failings, and this newly acquired virtue of ‘self-knowledge’ allows them to repent and more consciously act as moral agents in the world. 

In turn, these true acts of repentance open up the way to mutual forgiveness. After marrying Elizabeth, Mr. Darcy, who’d claimed that he couldn’t easily ‘forget the follies and vices of others’ agrees to reconcile with his aunt Lady Catherine, welcomes Lydia into his house, and even continues to financially support Mr. Wickham for Lydia’s sake. In Persuasion, Captain Wentworth eventually forgives Lady Russell for the role she played in ending his first engagement to Anne Elliot. In Sense and Sensibility, Elinor Dashwood forgives Mr. Willoughby for abandoning her sister Marianne after he confesses how much he regrets his actions.  

Even when granted to someone we may consider undeserving, this central act of forgiveness heals broken social bonds. Perhaps, it’s even more healing than the ‘salubrious’ effect of Austen’s biting satire. There is darkness in Austen, but there is also much light. And if her novels prove that moral corruption is ubiquitous, they also make the case that, despite our corrupted nature, we’re not unsalvageable: forgiveness and redemption are always within reach of humankind.  

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