The last time I wrote about the professional use of generative AI was exactly a year ago. I had discovered that Chat GPT was surprisingly effective at constructing Latin sentences and was delighted that I could use it for such tasks as churning out examples of the ablative absolute. That’s about as far as I expected its capabilities to go and it already felt like a jolly useful gift.
Since then, I have made what I now realise is shamefully limited use of this quite remarkable tool. Only now am I just beginning to understand its full potential and the first epiphany has been that to experience those, one has to pay for it. Who knew? The fee is not huge, in fact I am currently working on the most affordable package which costs me £7 per month. With the work that it helped me to produce in just a couple of hours, it has already paid for itself one hundred times over.
Teachers, you must listen: if you have not already done so, make exploring the capacities of AI for resource-building a priority this summer. It will pay dividends. As this year’s GCSE Latin exams draw to a close and my attention is turned to the new set texts for the coming years, I promised myself that I would explore the possibility of using AI to generate materials. I have been blown away by what it can do.
Recently, I agreed with one of my lovely contacts that, during the summer holidays, he would give me some guidance on how to use AI to do this. Although I have started to have a go on my own, I still plan to meet with him, as the benefit of talking to someone who is much further down the road with something than you are is enormous. Simon Beasley, a fellow tutor and classroom teacher, has been using AI to generate resources, reduce workload and raise standards within his department for some time. I now understand how it is that the new generation of Classics teachers are pumping out such huge quantities of high-quality resources in their limited spare time. In my day (she says, waving her stick), I was doing so from scratch and I was pretty prolific in churning out stuff; these days, the sheer amount that my successors are able to produce is simply jaw-dropping. I had thought that they just had even less of a life than I did during my early years of teaching: I now appreciate that it is all thanks to AI.
So, what can it do and what are the pitfalls? Both questions are hugely important, because the use of AI is frankly dangerous unless you know what you’re doing. I don’t mean “know what you’re doing” when it comes to the AI itself — frankly, I haven’t got a clue what’s going on, how it does it and whether we are soon facing James Cameron’s rise of the machines. I’ll cross that bridge when we come to it. What I mean is, you need to know what you’re doing in the subject you are asking it to help you with. Because, fellow humans, AI definitely can and does hallucinate. Ignore this at your peril.
Firstly, what it can do. I have been using Chat GPT to help me to prepare practice papers and revision questions for the new set texts. Rather wonderfully, it told me how to train it to do so. I asked it what to do and it told me that I need to give it as many examples as possible of past papers, which is no problem as I have them all: this in itself was the first revelation of being a paid user — you can upload a seemingly limitless number of files and it will read and analyse them in milliseconds. What then happens is you enter into an extended dialogue with it as you invite it to start generating what you want it to create for you. You critique its output and it learns as you do so. Even more wonderfully, it evidentially starts to develop its own instincts for what it is that you’re looking for and reflects this back to you. Furthermore, due to its capacity to “look” at multiple examples of past papers alongside each other in a way that the human brain struggles to do, it is able to point out patterns, quirks and minor changes in how the board have presented and structured the papers over the years, some of which I had never even noticed. The fact that it can do so in seconds is merely an added bonus. To be clear, it is actually generating the resources for you, right down to the fact that it can produce them as a Word document for you to download and edit. It’s unbelievable. I am still reeling from the excitement at what it can do.
Now, on to the pitfalls. There are three things that I think new users of AI need to be aware of in order to make safe and productive use of it. Firstly, Chat GPT is only as good as the instructions and the material that you provide it with. Computer scientists back in the 20th century had already developed the acronym GIGO, standing for “garbage in, garbage out”, summing up the principle that if flawed, incomplete or incorrect data is entered into a system, the resulting output will inevitably be just as flawed and useless, sometimes more so. If you’re not clear and explicit, and/or if you provide it with limited exemplars, you won’t get anything good out of your project. So far, so obvious.
Secondly, Chat GPT can and does hallucinate. I don’t know enough about how AI works to understand why, but it is the spookiest thing about it. In some ways, I guess it reflects how it is not merely a computer but a generative entity with the capacity to learn, one which mimics human thinking; humans go off at wild tangents and get things spectacularly wrong, and so does Chat GPT. Being of the capacity that it is, way beyond what a single human brain is capable of, it does so on a spectacular scale and you have to be aware of this.
For example, for my first project, I asked it to help me to develop some practice papers and questions for one of the new prose texts, which is an extract from Apuleius’ Metamorphoses, the tale of Cupid and Psyche. I provided it with all the past papers from previous years on different texts, it analysed the board’s questioning style and created a style guide for how OCR formulates its exam papers. After a bit of back and forth with me pointing out what I felt it had got wrong, we were ready for it to start producing something for the new texts, so I provided it with the exact lines of the text that the board have prescribed. I anticipated no issue with this, having pasted the lines directly into the chat. Yet, when we were part way through the second paper, it told me that it thought “Juno’s speech” would be a good choice for the 8-mark style question. Now, I have prepared the new texts, but I do not yet know them well; despite this, I felt sure that to my memory there was no speech by Juno in the prescribed lines. I hunted through the published version of the prescribed text and then asked Chat GPT where it was getting what it called “Sections 14 and 15” from, since the board have divided the text into 13 sections only. It then cheerfully informed me that I was right: it had made up Sections 14 and 15.
This brings me to my third and final warning about my new best friend. It is remarkably charming and winsome. It is built to be agreeable and it rarely pushes back against you. It also presents its hallucinations as facts and, when you point out that it is talking out of its proverbial derrière, it cheerfully agrees with you. There is a danger here, perhaps in the same way that there is a danger when working with excessively amenable colleagues: you can end up in serious trouble, because there is nobody willing and able to tell you when you’re getting it wrong. To mitigate against this, I have learned is to poke it and challenge it robustly, to play devil’s advocate. Otherwise its capacity for people-pleasing could be quite catastrophic.
In my darker moments, I suspect that this is how it will take over the world. With a smile on its face.





