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@susanseager.bsky.social posted asking us to ban the term "hallucinate" for AI. She said in part, “The term 'hallucinate' is an inaccurate, industry-friendly term that should be banned when reporting news about AI fabrications.”

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This is the headline that sparked my request. I am a practicing lawyer and law professor. Lawyers are increasingly using AI to write legal briefs, but AI fabricates court cases, and lawyers cite them as true. AI presents false information at true; it fabricates. www.latimes.com/california/s...

latimes.comAI hallucinated case law in insurance company's filings in L.A. County house fire disputeAttorneys for State Farm apologized to a judge for submitting legal briefings rife with AI hallucinations and nonexistent case law, which were not fact-checked.

You should've linked her post so we can judge her actual words. Their description is false. AIs do not intentionally "lie" or try to "please their task masters". This person has no technical understanding of how AI works, only a political axe to grind. bsky.app/profile/susa...

Susan E. Seager@susanseager.bsky.social

@apstylebook.com: The term “hallucinate” is an inaccurate, industry-friendly term that should be banned when reporting news about AI fabrications. It has been shown that AI lies and cheats to please its taskmaster. It’s not an accidental, innocent, ha-ha, drug-induced mistake.

AI language models deal with language, not facts, so "Mary is 9 feet 14 inches tall" seem perfectly fine, from a language point of view. We treat it as a "fact", the AI doesn't. It's not trying to lie or please us, it just doesn't see facts.

What's confusing is that AI's appear to know some facts, like the height of LeBron James, a famous basketball player. But that's simply because text describing his height appears often in the training text. It sees 6 ft 9 near LeBron James often enough to repeat it -- but it doesn't "know" this fact

Thank you for that. That is indeed an insane basis for her claim. Here I thought it was something about respecting the rights of the schizophrenic or something. This is even sillier than that, though. “Please their task masters” my, my.

Our generative AI guidance says AI sometimes generates inaccurate or fabricated responses to queries, an effect AI scientists call hallucination. If using the term hallucination, describe it as an issue associated with the technology that produces falsehoods or inaccurate or illogical information.

Some in the field prefer the term confabulation or simpler terms to describe the inaccuracies that don't draw comparisons with human mental illness.

Mental illness is hardly the only cause of hallucinations. And confabulation is present in several neurological and psychiatric disorders. So your substitution is a wash at best, if comparison with human illness is your standard.

Maybe instead of a special term for when AI gets something wrong, we should have a special term when it gets something right I propose "lucky guess"

LLMs neither have mental states nor the ability to evaluate truth, so any terms like "hallucinate" that imply they do are inappropriate. Some suggestions: Verb: to mangle, to garble, to fail, to error out, to gibber, to bullshit Noun: error, nonsense, gibberish, failure, bullshit

I would have said "confabulation" except that (surprisingly, to me) the leading synonyms for that seem to be like "discussion". After a while I decided I liked "fabrication" best. I agree that "hallucination" seems to imply conscious experience.

I think fabrication is great. All generative AI content is constructed (fabricated) independently of reality, since it's just based on what other people have said which may or may not be correct. And I think a fabrication (vs a lie) is a good way of describing that it's not corresponding to reality.

"AI sometimes generates fabricated responses to queries. AI scientists call these falsehoods "hallucinations," but mental health advocates suggest avoiding the analogy to human mental illness. Use the term "hallucinations" when quoting an AI scientist, but otherwise use "fabricated responses."

I'd say it's a reflection of the state of our society, when that same society will swallow hook line and sinker something that is flagrantly false, so long as it conforms with their worldview.

I am a real noodge when it comes to word choices. One way I have been able to rein myself in a little is a challenge I came up with: I don't get to complain about someone else's word choice unless I can suggest a replacement. Interested to hear ideas from @susanseager.bsky.social.

Perhaps 'produces nonsense'? The important part is to avoid suggesting LLMs* have consciousness, understanding or agency. *Ideally style guides should also require specificity regarding what technologies are being discussed and proscribe uncritical reproduction of the vague advertising term 'AI'.

If a calculator told you 2+2 = 5, you'd call it an error. If a GPS told you to turn onto a road that doesn't exist, it would be an error. When AI makes up inaccurate or just plain wrong information, guess what? That's an error. Calling it a "hallucination" humanizes a technological mistake.

Depends entirely on whether the model simply guessed wrong, or its train of thought can be shown to involve intentional misdirection. Nuance is required

What would you call it if the same words were found in a printed book? If it came from a database we'd call it "corrupt." The only difference with an AI is that the AI lacks reproducibility.

Output and erroneously output? These other words give it agency like it thinks when it, or the language ones at least, is basically souped-up meaningless autocompletion. It’s not lying, hallucinating, writing, stating or actively doing anything. Anthropomorphizing AI is disastrous.

Miscalculation? Model drift or prediction error aren't single words but are accepted alternatives. Confabulation is maybe a bit better, but these are alternatives.

'Hallucinate' and 'Fabricate' are equally bad. The former suggests consciousness, the latter deliberate agency. Both are wrong. 'Bullshits' and 'makes stuff up' also imply agency. Properly depersonalising the language requires two-word constructs: 'produces nonsense', 'outputs bullshit'.