this post was submitted on 09 Aug 2023
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This is stupid and I'll tell you why.
As humans, we have a perception filter. This filter is unique to every individual because it's fed by our experiences and emotions. Artists make great use of this by producing art which leverages their view of the world, it's why Van Gogh or Picasso is interesting because they had a unique view of the world that is shown through their work.
These bots do not have perception filters. They're designed to break down whatever they're trained on into numbers and decipher how the style is constructed so it can replicate it. It has no intention or purpose behind any of its decisions beyond straight replication.
You would be correct if a human's only goal was to replicate Van Gogh's style but that's not every artist. With these art bots, that's the only goal that they will ever have.
I have to repeat this every time there's a discussion on LLM or art bots:
The imitation of intelligence does not equate to actual intelligence.
Absolutely agreed! I think if the proponents of AI artwork actually had any knowledge of art history, they'd understand that humans don't just iterate the same ideas over and over again. Van Gogh, Picasso, and many others, did work that was genuinely unique and not just a derivative of what had come before, because they brought more to the process than just looking at other artworks.
Yup. There seems to be a strong motive in many to not understand this concept as it makes their practices clearly ethically questionable.
My feeling is that the vast majority of pro-AI techbros come from a computer science, finance, or business background; undoubtedly intelligent people, but completely and utterly lacking in any appreciation or understanding of what actually goes into creative work. I'm sure they genuinely believe that there's no difference between what a human does and what an AI does, because they think art (or writing, music, etc) are just the product of an algorithm.
Ironically, my background is in mathematics but I also happen to be a writer so I see both sides of the argument. I just see the utter lack of compassion people have for those who produce creative work and the same people believe that if it can be automated, it should be automated.
Likely. Which is weird because algorithms are only a subset of software engineering, which requires abstract and creative thought to perform well.
You're completely wrong, and I'll tell you why.
None of what you said matters, perception filters, intent, intelligence... it's all irrelevant to the discussion.
Copyright infringement only gives certain rights, and at least here in Canada using them to generate a model isn't one of those. Rights are for things like distribution, reproduction, public performance, communication, and exhibition. US law says you can't "Prepare derivative works based upon the work." but the model isn't a derivative work because it's not really a work at all, you can't even visually look at the model. You can't copyright an algorithm in the US or Canada.
Only the created art should be scrutinized for copyright infringement, and these systems can generate both (just like a human can).
Any enforcement should then be handled when that protected work is then used to infringe on the actual rights of the copyright holder.
I wasn't talking about copyright law in regards to the model itself.
I was talking about what is/isn't grounds for plagiarism. I strongly disagree with the idea that artists and art bots go through the same process. They don't and it's reductive to claim otherwise. It negatively impacts the perception of artists' work to assert that these models can automate a creative process which might not even involve looking at other artists' work because humans are able to create on their own.
A person who has never looked upon a single painting in their life can still produce a piece but the same cannot be said for an art bot. A model must be trained on work that you want the model to be able to imitate.
This is why ChatGPT required the internet to do what it does (the privacy violation is another big concern there). The model needed vast quantities of information to be sufficiently trained because language is difficult to decipher. Languages evolved by getting in contact with other languages and organically making new words. ChatGPT will never invent a new word because it's not intelligent, it is merely imitating intelligence.
"A person who has never looked upon a single painting in their life can still produce a piece but the same cannot be said for an art bot. A model must be trained on work that you want the model to be able to imitate."
No, they really can't. Go look a 1 year old's first attempt at "art" because it's nothing more than random smashing of colour on paper. A computer could easily generate such "work" as well with no training data at all. They've seen art at that point, and still can't replicate it because they need much more training first.
Humans require books (or teachers who read books) to learn how to read and write. That is "vast quantities of information" being consumed to learn how to do it. If you had never seen or heard of a book, you wouldn't be able to write a novel. It's also completely ignoring the fact that you had to previously learn the spoken language as well (which is a vast quantity of information that takes a human decades to acquire proficiency in even with daily practice)
Once again, being reductive about artists' work. Jackson Pollock's entire career was smashing colours on a canvas. If you want to argue that Pollock had to look at thousands of paintings before making his, I honestly can't take you seriously at that point.
Yes and in the eyes of its creators, that was deemed a failure which is why Midjourney and Dall-E are the way they are. These bots don't want to create art, they want to imitate it.
Children have barely any experiences and can still create something. You might not deem it worthy of calling it art but they created something despite their limited knowledge and life experience.
Of course, you'd need books to read and write. The words have to be written and you need to see the words in written form if you also want to write them. But one thing you don't take into account is handwriting. Another thing that is unique to every individual. Some have worse handwriting than others and with practice (like any muscle) it can be improved but you haven't had to have seen handwritten text before writing it yourself. You only need to be taught how to hold a pen and you can write.
Novels are complex structures of language just like poetry. In order to write novels, you have to consume novels because it's well understood that to find your own narrative voice you must see how others express theirs. Stories are told in unique ways and it's crucial as a writer to understand and break these concepts down. Intention and purpose form a core part of storytelling and an LLM cannot and will not be able to express those things.
They're written in certain ways because the author intended them to be that way, such as Cormac McCarthy deciding to be very minimalist with his punctuation.
I would love to see you make a point that an LLM without being specifically prompted to do so would make that stylistic decision. An LLM can't make that decision because unless you specify a style it is aware of, it won't organically do it.
I am also a writer. I've written a short story. One of my stylistic choices is that I don't use dialogue tags like "said". An LLM won't make that choice because it isn't designed to do so, it won't decide to minimise its use of dialogue tags to improve the flow of the narrative unless you told it to.
Yes, in order to learn a spoken language you have to have heard it. However, languages evolve over time. You develop regional accents and dialects. All of the UK speaks English but no two towns speak the same way.
Jackson Pollock didn't create paintings, Jackson Pollock's art was story telling and showmanship.
Just like different models have their own patterns of writing...
You're thinking about LLMs like they're equivalent to multiple people(or groups of people) but each LLM is equivalent to a single person. The training and resulting function of each one is as distinct as an individual human.
I could raise one of my children to perform the exact same functions as an LLM or art creation tool. Give them exactly the same image/text sets that these models are trained on, and have them practice for a decade or two. Then I could tell them "Hey I need a picture of an orange rabbit riding a bike" and they could draw me one, or write a story about the same topic. There's clearly no copyright infringement in that process, so why would it be different for creating a machine to do the same thing?
An LLM or art creation tool is barely equatable to one person. The difference between a child and an art creation tool is that you could show a child a single picture of a bunny, a bike and a carrot then ask them to draw an orange bunny riding a bike and they could draw something resembling that. An art bot would require hundreds to thousands of images of each object to understand what it is before it can even make a reasonable attempt. It's not even comparable the level of training required.
At least the child's drawing will have some personality in it, every output from an art bot ends up looking soulless. The reason for that is the simple concept that an art bot only imitates what it's been trained on and an artist draws on inspiration before applying the two things an art bot will never have; intent or purpose.
You're missing the training even a child has received to reach the state where they could do that. If you raised a child to 5 years completely by themselves in an empty room they wouldn't be able to draw anything at all, let alone something based on pictures. The act of drawing a variation on a bunny from a picture requires they learn and practice fine motor skills, and it requires them to have an understanding of animals.
Humans get literally 150,000+ hours of training time before we even let them try to become an adult.
Sure but the training isn't an algorithm deciding probabilities. Children do not 100% express themselves based on environment. On one side you have nature and the other you have nurture.
An example:
The FBI's studies into serial killers uncovered that these people, even though have been influenced by their environment to become what they are, respond to external stimuli in an abnormal way which is what leads them down that path to begin with.
A child learns how language and creativity is expressed before attempting to express themselves. These bots aren't built to deal with this expression because at their core, they are statistical models. It looks at a sentence like a series of variables to determine what comes next. The sentence itself could be nonsensical but the bot doesn't know that, it's using the probabilities it's been trained on to construct the sentence.
You might say bots have their own way of expressing themselves but I would say that's something we're applying to the bot than it is demonstrating itself. I'm sure it's very cute when it apologises for making a mistake but that apology isn't sincere, it's been programmed to respond that way when it thinks you're pointing out its mistakes. It's merely imitating a sense of remorse than displaying actual remorse.