My short and long “must reads” around ChatGPT and LLM

Undoubtedly LLM (large language models), and in particular ChatGPT, is the hot topic in education right now. David Hopkins has helpfully started and shared a flipgrid where he is sharing articles around generative AI, and I know many others are doing the same. Amongst the hype there are thankfully a growing body of people who are writing informed critiques. In this post I just want to quickly highlight a couple of publications that I think are a must read.

Firstly the UNESCO Quick Start Guide to ChatGPT and Artificial Intelligence. This is provides a really good overview of issues including a useful flow chart to help decisions around using ChatGPT, applications for education and some of the current issues. I suspect this will become a “go to” resource. It’s something that all educators should read.

And once they’ve done that then I have to recommend 2 longer pieces by Helen Beetham. Firstly, “on language, language models and writing“. In this essay, Helen really gets to grips with a key issue that is missing in many of the articles about LLM and ChatGPT, that is what is the purpose of writing? Why do we do it? It’s not just about structuring of text, personal reading. I think most people (well at least you, dear reader) does now understand that these language models work on prediction, and have no sense of context. So although the text may read well, it will often lack purpose and understanding. As Helen points out ” Writing by human writers is not only about the world, it is of the world and accountable in it.”

She goes on to explore some of the potential benefits of using systems such as ChatGPT. Can they be seen as writing partners? We supply the prompts, they supply the text . . ? I was struck by this.

The illusion that these are more than tools or interfaces – that they are our partners in language, our interlocutors. We already spend large parts of our lives engaged in vivid graphical and sensory illusions. We should count the costs and benefits before rushing into a life of dialogue with illusory others

And this

Students see writing as a diverse, messy, inexact, variously motivated practice they are developing for themselves. Then perhaps they can aspire to be a writer among writers, and not a human version of ChatGPT.

I thank Helen for being the writer she is to have come up with that last turn of phrase. And then she goes on to point out:

But tools are not neutral. Just as language is not ‘simply’ the words we use to express our meanings to other people, tools are not ‘simply’ the means we use for exercising our personal intentions in the world. Tools carry the history of how they were designed and made. They shape practices and contexts and possible futures. . . With so many other tools we can use creatively, we must surely weigh the risks against the creative possibilities.”

In terms of education Helen also raises some really valid points for strategic leadership in universities. It does seem an awful lot of responsibility is being heaped on students, maybe we need to be asking these questions

While students are held stringently to account for their use of LLMs, how will universities account to students for their own use of these systems? Can they hold out against black-box capabilities being embedded into the platforms they have come to depend on? Who is assessing the risks, and how are those risk assessments and mitigations being shared with the people most affected? These are questions that universities should be attending to with at least as much energy as they are policing students’ use of apps.”

There is also an accompanying piece students assignments in a time of language modelling. Again this is a really thoughtful (and pragmatic) piece about why, how and when to use writing tasks in assessments.

I would thoroughly recommend reading both essays, and engaging with Helen’s writing over on substack.


Reflections and speculations from #oer23

I was lucky enough to be in Inverness last week for the #OER23 conference. The OER conferences do have quite unique atmosphere. They are relatively small, and there is always a really strong sense of community. This year was no different, in fact it I think that community sense was even stronger. So before I get into the meat of this post I just want to thank the co-chairs, conference committee, ALT and everyone at UHI for pulling everything together so well.

I’m still processing quite a lot of what I heard over the 2 days of the conference, so this post is really just focusing on one element that has been swirling around my brain. The conference marked 10 years of the Open Scotland Declaration. This was a community driven initiative to try and get the Scottish Government to formally adopt the UNESCO open education . . you can read more here. But the basic premise boils down to publicly funded educational resources should be publicly available. Not rocket science, totally achievable, but so far it has been almost impossible to get the Scottish Government to engage.

Lorna Campbell and Joe Wilson gave an excellent narrative of their stalwart efforts to engage with the Scottish Government over the past decade. There were many discussions and ideas about what should be done next. Based on some thoughts from the first key note from Rikke Toft Nørgård which looked at hybrid futures, I thought I’d take a bit of a speculative futures approach to Open Scotland. I also have to thank my Bill Johnston for a few ideas during a 3 hour car drive home. Spoiler alert, I haven’t done this before so it might be pants! But here goes . . .

The year is 2043. Scotland is celebrating 10 years of independence. The year has been badged as “Scotland, open for the world”. Celebrations officially started on April 6 – a nod to the 1320 Declaration of Arbroath, the original document asserting Scotland’s right as an independent country. International events during the year include the opening of new UNESCO centre for open knowledge and policy development. COP 47 is returning to Glasgow to showcase how Scotland has exceeded the targets set in 2022, and has worked with 73% of all the signatories to every COP agreement since 2033 to develop sustainable and equitable energy solutions.

Scotland officially rejoined the EU in 2039, but between times has struck a number of international partnership agreements including a new Nordic alliance on knowledge exchange and sustainable energy, tourism and creative cultural developments. In a recent international survey on the best places to live, Scotland (for the 5th year running) came in at number 1. This was due mainly to the health and happiness of the population, not on property values. Scotland’s unique approach to education was seen to be at the centre of a remarkable evolution of a relatively small (by size of population), and newly independent nation. The UEP ( universal education partnership) is now recognised as being central to Scotland’s economic, cultural and health renaissance.

So what is the UEP and how did it come into being? Well, after the political turmoil of 2023 and 2024, the then SNP decided to that the only way to set out a vision for an independent Scotland would be for the people to decide its priorities. A (much maligned at the time from opposition parties) large scale public consultation of peoples assemblies began. The aim was to engage with at least 85% of the population through a series online and f2f events. During the first round of these assemblies there was a focus on a small number of key themes (sustainable energy, fiscal policy, education, creative industries, and health).

After a bit of a slow start, most interest began to centre on education. It’s not entirely clear how it happened, but the Open Scotland Declaration, in particular the notion of “publicly funded resources should be publicly available” started to gain traction. There are rumours of small bunch of open educational practitioners who ran an informal yet highly strategic public engagement plan ensuring that the Open Scotland Declaration was highlighted in every assembly meeting. In each of the over arching themes, the discussions quickly centred on education. It became clear that the success of any “future Scotland” depended on changing the education system. An independent Scotland would need a radical approach to education.

In late 2027 An anonymous poster began to appear in various places across the country, and online calling for a new universal education partnership (UEP) approach to education. Building on the concept of a universal basic income, this (at the time radical approach) called for every citizen to be given free access to education throughout their life time, at a time, place and pace that suited their needs.

Initial costings proved this would actually cost (slightly) less than the current tertiary education funding. #UEP gained more and more traction, and a plan developed. Instead of funding loans to post 16 education students and the current funding for universities and colleges, it was proposed that each citizen could access a fund that would cover 25% more than the basic living wage for the time that they were involved in educational activity. Quite quickly (again seemingly radical ) ideas about restructuring tertiary education and research began to emerge.

It turned out that turning “research subjects” into “research partners” has a dramatic impact on research. The fact that research participants were recognised for their part in research and could access their UEP fund has allowed Scotland to truly develop a nation of informed and engaged citizen scientists.

The earliest signs of success came from health research. As research participants didn’t have to rely on benefits, numerous studies (many of them ethnographic studies) have shown remarkable insights into treating some chronic health issues. The Glasgow Effect has almost been reversed. Similar effects are being seen across all sectors. At the same time, international research exchange programmes have flourished. Many large pharmaceutical. energy and financial companies have opened new centres in Scotland due to access to a highly skilled, and continually learning workforce. The changes to corporation tax including windfall contributions to the #UEP also seem to be positively accepted and widely cited in annual reporting.

Universities and colleges are now open spaces with new forms of partnerships around developing distributed and integrated curriculum. Tracking participation despite being seen by detractors as being a major challenge, was actually very simple. It turned out that every school child in Scotland already had a unique reference number that could be used. It was relatively simple to build out from this existing system. Closed exams are a thing of the past, Nearly every citizen in Scotland has contributed to the nationally supported knowledge base. Universities and colleges are now evaluated by public panels (decided through open ballots – using a process developed from the existing jury citation process). Community impact is a key factor of success. This approach has been adopted formally and informally by a number of other countries.

Research on the evolution of the UEP is continually developing and shared openly, including economic modelling. Though it appears that most citizens do access their UEP fund not everyone uses it all, many take up the option to gift their contributions back to the fund. Clearer longitudinal trends are just starting to emerge. For example, there appears to be a rise in access to funds in the over 50s. It appears that being able to more easily change career is actually allowing people to work longer. This combined with the overall increase in health and increased tax contributions and reduced NHS costs is providing a robust state funding model. Similarly there appears to be a new type of “research gap year” where 18 -25 year olds are participating in research projects before embarking on formal educational studies or taking up full time employment.

And All of this came about because it became apparent that open education wasn’t just about licences , selling “stuff” and services, or an abstract concept, it was about empowering people and making not just Scotland, but the world, open to education and all the opportunities that follow that.

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