Tagged: rhetoric

Why training AI can't be IP theft

  • Posted in cyber

AI is a huge subject, so it’s hard to boil my thoughts down into any single digestible take. That’s probably a good thing. As a rule, if you can fit your understanding of something complex into a tweet, you’re usually wrong. So I’m continuing to divide and conquer here, eat the elephant one bite at a time, etc.

Right now I want to address one specific question: whether people have the right to train AI in the first place. The argument that they do not1 goes like this:

When a corporation trains generative AI they have unfairly used other people’s work without consent or compensation to create a new product they own. Worse, the new product directly competes with the original workers. Since the corporations didn’t own the original material and weren’t granted any specific rights to use it for training, they did not have the right to train with it. When the work was published, there was no expectation it would be used like this, as the technology didn’t exist and people did not even consider “training” as a possibility. Ultimately, the material is copyrighted, and this action violates the authors’ copyright.

I have spent a lot of time thinking about this argument and its implications. Unfortunately, even though I think that while this identifies a legitimate complaint, the argument is dangerously wrong, and the consequences of acting on it (especially enforcing a new IP right) would be disastrous. Let me work through why:

The complaint is real

Artists wanting to use copyright to limit the “right to train” isn’t the right approach, but not because their complaint isn’t valid. Sometimes a course of action is bad because the goal is bad, but in this case I think people making this complaint are trying to address a real problem.

I agree that the dynamic of corporations making for-profit tools using previously published material to directly compete with the original authors, especially when that work was published freely, is “bad.” This is also a real thing companies want to do. Replacing labor that has to be paid wages with capital that can be owned outright increases profits, which is every company’s purpose. And there’s certainly a push right now to do this. For owners and executives production without workers has always been the dream. But even though it’s economically incentivized for corporations, the wholesale replacement of human work in creative industries would be disastrous for art, artists, and society as a whole.

So there’s a fine line to walk here, because I don’t want to dismiss the fear. The problem is real and the emotions are valid, but that doesn’t mean none of the reactions are reactionary and dangerous. And the idea that corporations training on material is copyright infringement is just that.

The learning rights approach

So let me focus in on the idea that one needs to license a “right to train”, especially for training that uses copyrighted work. Although I’m ultimately going to argue against it, I think this is a reasonable first thought. It’s also a very serious proposal that’s actively being argued for in significant forums.

Copyright isn’t a stupid first thought. Copyright (or creative rights in general) intuitively seems like the relevant mechanism for protecting work from unauthorized uses and plagiarism, since the AI models are trained using copyrighted work that is licensed for public viewing but not for commercial use. Fundamentally, the thing copyright is “for” is making sure artists are paid for their work.

This was one of my first thoughts too. Looking at the inputs and outputs, as well as the overall dynamic of unfair exploitation of creative work, “copyright violation” is a good place to start. I even have a draft article where I was going to argue for this same point myself. But as I’ve thought through the problem further, that logic breaks down. And the more I work through it, every IP-based argument I’ve seen to try to support artists has massively harmful implications that make the cure worse than the disease.

Definition, proposals, assertions

The idea of a learning right is this: in addition to the traditional reproduction right copyright reserves to the author, authors should be able to prevent people from training AI on their work by withholding the right.

This learning right would be parallel to other reservable rights, like reproduction: it could be denied outright, or licensed separately from both viewing and reproduction rights at the discretion of the rightsholder. Material could be published such that people were freely able to view it but not able to use it as part of a process that would eventually create new work, including training AI. The mechanical ability to train data is not severable from the ability to view it, but the legal right would be.

This is already being widely discussed in various forms, usually as a theory of legal interpretation or a proposal for new policy.

Asserting this right already exists

Typically, when the learning rights theory is seen in the wild it’s being pushed by copyright rightsholders who are asserting that the right to restrict others from training on their works already exists.

A prime example of this is the book publishing company Penguin Random House, which asserts that the right to train an AI from a work is already a right that they can reserve:

Penguin Random House Copyright Statement (Oct 2024) No part of this book may be used or reproduced in any manner for the purpose of training artificial intelligence technologies or systems. In accordance with Article 4(3) of the Digital Single Market Directive 2019/790, Penguin Random House expressly reserves this work from the text and data mining exception.

In the same story, the Society of Authors explicitly affirms the idea that AI training cannot be done without a license, especially if that right is explicitly claimed:

The ambiguous "use"

I keep seeing people make this error, especially in social media discourse. Somebody wants to “use” something. Except obviously, it’s not theirs, and so it’s absurd for them to make that demand, right?

Quick examples

I’m not trying to pick on this person at all: they’re not a twitter main character, they’re not expressing an unusual opinion here, they seem completely nice and cool. But I think this cartoon they drew does a good job of capturing this sort of argument-interaction, which I’ve seen a lot:

I’ve also seen the exact inverse of this: people getting upset at artists because once the work is “out there” anyone should be able to “use” it. (But I don’t have a cartoon of this.)

There is an extremely specific error being made in both cases here, and if you can learn to spot it, you can save yourself some grief. What misuse is being objected to? What are the rights to “certain things” being claimed?

The problem is that “use” is an extremely ambiguous word that can mean anything from “study” to “pirate” to “copy and resell”. It can also cover particularly sensitive cases, like creating pornography or editing it to make a political argument.

webcomicname: beliefs you do not agree with

But everything people do is “using” something. By itself, “use” is not a meaningful category or designation. Say you buy a song — listening to it, sampling it, sharing it, performing it, discussing it, and using it in a video are all “uses”, but the conversations about whether each is appropriate or not are extremely distinct. If you have an objection, it matters a lot what specific use you’re talking about.

But if you’re not specific, there are unlimited combinations of “uses” you could be talking about, and you could mean any of them. And when people respond, they could be responding to any of those interpretations. There’s no coherent argument in any sweeping statement about “use”; the only things being communicated are frustration and a team-sports-style siding with either “artists” or “consumers” (which is a terrible distinction to make!).

Formal logic

This is not a new problem. This is the Fallacy of Equivocation, which is a subcategory of Fallacies of Ambiguity. This is when a word (in this case, “use”) has more than one meaning, and an argument uses the word in such a way that the entire position and its validity hinge on which definition the reader assumes.

The example of this that always comes to my mind first is “respect”, because this one tumblr post from 2015 said it so well:

flyingpurplepizzaeater Sometimes people use “respect” to mean “treating someone like a person” and sometimes they use “respect” to mean “treating someone like an authority”

and sometimes people who are used to being treated like an authority say “if you won’t respect me I won’t respect you” and they mean “if you won’t treat me like an authority I won’t treat you like a person”

and they think they’re being fair but they aren’t, and it’s not okay.

See, here the “argument” relies on implying a false symmetry between two clauses that use the same word but with totally different meanings. And, in disambiguating the word, the problem becomes obvious.

Short-form social media really exacerbates the equivocation problem by encouraging people to be concise, which leads to accidental ambiguity. But social media also encourages people to take offense at someone else being wrong as the beginning of a “conversation”, which encourages people to use whatever definition of other people’s words makes them the wrongest.

Since I’m already aware that copyright is a special interest of mine, I try to avoid falling into the trap of modeling everything in terms of copyright by default, Boss Baby style. But this is literally the case of a debate over who has the “right” to various “uses” of things that are usually intangible ideas, so I think it’s unavoidably copyright time again.

CDL: Publishers Against Books

Combining lending with digital technology is tricky to do within the constraints of copyright. But it’s important to still be able to lend, especially for libraries. With a system called Controlled Digital Lending, libraries like the Internet Archive (IA) made digital booklending work within the constraints of copyright, but publishers still want to shut it down. It’s a particularly ghoulish example of companies rejecting copyright and instead pursuing their endless appetite for profit at the expense of everything worthwhile about the industry.