17 March 2023

Artificial intelligence is on many people’s lips thanks to Chat GPT. But is the new technology a threat or an opportunity? Or is it both? AI researcher Fredrik Heintz sees great opportunities but also challenges.

Fredrik Heintz.
“It will be possible to generate new knowledge and find new perspectives on things we already know. Chat GPT can simply provide us humans with new insights,” says Professor Fredrik Heintz. Anna Nilsen

Chat GPT – the powerful AI-driven chatbot revolutionising communication. Trained by OpenAI, Chat GPT offers fast and reliable answers to questions about a broad spectrum of subjects. With its natural language processing ability and enormous data set, Chat GPT is the ultimate tool for simplifying communication and increasing productivity.

The above paragraph was written by Chat GPT when prompted to write an introductory text about itself. Maybe not a masterpiece, but still understandable. Is it tempting for a writer to have the chatbot write the rest of the text? Well, that is not going to happen… this time.

The beta version of Chat GPT was released in November 2022. It is, as already mentioned, a chatbot run by artificial intelligence – AI. The results generated are in many cases astonishingly good and have fascinated many in such a short time. After only just over a week, Chat GPT had more than a million users.

Blurred lines

With earlier versions of chatbots there was no doubt that your questions were being answered by a computer. Its limitations when it comes to natural language processing and its inability to adapt its replies to the context have been obvious. But Chat GPT blurs the lines between human and machine, for better or worse.AI-generated image of robots in a classroom.Open AI, the company behind Chat GPT has also developed AI-software that is able to generate images from text. Photo credit DALL-E

Fredrik Heintz is one of Sweden’s most prominent researchers in AI and the coordinator of the TAILOR project, which aims to build the capacity to provide the scientific foundations for trustworthy AI across the EU.

“There are quite a lot of interesting things in the texts it produces, and it manages to extract a lot from the source material, which could provide new insights. At the same time, it can’t tell the difference between nonsense and what makes sense,” he says.

Deep learning

Chat GPT is trained with deep neural networks on enormous data sets to provide answers that are as general and accurate as possible. The model has processed approximately 500 billion concepts from books, web archives and Wikipedia. To fine-tune its answers, it is trained by humans. It also uses self-learning to get better and better – a working method long used in AI research.Professor Fredrik Heintz.Fredrik Heintz, professor at the division of Artificial Intelligence and Integrated Computer Systems (AIICS) at Linköping University. Photo credit Anna Nilsen

“It’s not really because of any new scientific breakthroughs that Chat GPT works so well. It’s the scale that matters. The more training data, the better the results. I’d say that it’s a small step for research but a giant leap for the utility of AI,” says Fredrik Heintz.

And the utility of Chat GPT seems almost infinite. It can do anything from being a human-like chatbot to coding software, composing music and writing short stories in the style of Joyce Carol Oates or Edgar Allan Poe.

“Human culture largely consists of text. Chat GPT has been given so much attention because the language it generates has come so much closer to us. Maybe a little too close,” says Fredrik Heintz.

Questionable knowledge

But in addition to writing creative stories, innovative poetry and emotional lyrics it can also write essays, scientific articles and reports. This has made some of us think about how to relate to facts and knowledge.

Currently existing AI is trained on existing texts and images once created by humans. Most of this material can be found on the web. This is also where the AI generated material will end up. But what happens when we find ourselves in the precarious situation that AI is trained using its own texts?

Some say that knowledge risks becoming a floating concept when no-one has the tools needed to fact-check AI generated content on the web. But Fredrik Heintz is not that pessimistic.

“It will be possible to generate new knowledge and find new perspectives on things we already know. Chat GPT can simply provide us humans with new insights,” he says.

Ethics and AI

He does, however, see other problems with Chat GPT than the possibility of generating large amounts of content in a short time. This in combination with social media advertising could result in a deluge of tailored messages in our flows.Fredrik Heintz."The development of artificial intelligence is in its infancy. When we look back at what we are doing today in 50 years, we will find it pretty primitive," says Fredrik Heintz. Photo credit Anna Nilsen

He also sees a risk that AI trained on existing online material will be biased against certain cultures, genders and disabilities. Open AI has built-in filters against e.g., homophobia, racism, sexism and ableism. But these filters are currently easy to bypass.

It is therefore important to lay the foundations for reliable and human-centred AI right now. Researchers in the EU TAILOR project have specified three criteria for achieving trustworthy AI: it must comply with laws and regulations, comply with a set of ethical principles and its implementation must be robust and safe. In Fredrik Heintz’ opinion, this entails huge challenges, mainly as concerns compliance with the ethical principles.

“Take fair distribution, for instance – does this mean equal distribution among individuals or that everyone is given the resources they need to get to the same level? These are major long-term issues that will take time to solve. After all, the definition of what is fair has been debated by philosophers and thinkers for hundreds of years.”

Facts: Chat Generative Pre-trained Transformer or Chat GPT is a language model-based AI developed by the US company Open AI.

Contact

A helping hand?

LiU AI initiative

Research

Latest news from LiU

Two men in a computer server hall.

International collaboration lays the foundation for AI for materials

AI is accelerating the development of new materials. Large-scale use and exchange of data on materials is facilitated by a broad international standard. A major international collaboration now presents an extended version of the OPTIMADE standard.

Female PhD student lectures to master's students in the lab.

From sketches to a robot with artificial intelligence

How do you develop a product with as little human involvement as possible? LiU students built a robot using generative artificial intelligence.

Iontronic pump in thin blood vessels.

More effective cancer treatment with iontronic pump

When low doses of cancer drugs are administered continuously near malignant brain tumours using so-called iontronic technology, cancer cell growth drastically decreases. This is demonstrated in experiments with bird embryos.