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Right, another key thing that historians do is working with important records that have not been digitized. And the vast majority of the world’s records *have not been digitized* and thus do not exist in any format that LLMs/AI can work with.

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I (naively I guess) assumed that Google at least has warehouses with machines pulling stuff off of old floppies and CDROMs just like their book digitization infrastructure

thanks that was a really interesting and thought-provoking piece...I think before reading it I would have *tentatively* disagreed with your claim about how much has been digitized, but on a moment's thought that's obviously a reflection of my Western/Northern/otherwise-default mode of existence

and “vast majority” is like. way over 90%. i volunteer to transcribe historical documents for the national archives because i can read cursive handwriting from the 18th & 19th centuries (some of the penmanship being not great lol) and the amount of untranscribed material is *huge*.

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Even if LLMs had all those texts, they couldn't be trusted with them. You have to understand the biases your sources have, and AI wouldn't. It would just straight use every source as fact.

All the people who claim AI will replace historians assume that all we do is look up historical facts and regurgitate them. The concept of research and historiography is beyond them. Just because I have five sources claiming something doesn't mean they are reliable sources.

I happen to be teaching a High School class on AI. One of my exercises for Friday is to compare the ways in which a Public Library and an LLM are similar and different. I want the kids to understand the difference between choosing between very diverse books versus having an LLM decide the answer.

The key lesson there is that not all books or sources are equally true or even equally balanced, and the sources of sources of sources of sources are the most important variable LLMs treat everything as true, and also fail with ad populum fallacies

Yes, this is exactly where we want the conversation to go. When I go to the library, there are many books that I strongly disagree with, but it's important that they are there. With an LLMs, whose narrative gets emphasized? Who should be making those choices?

Exactly. So far, with our experiments, we're finding that most LLMs actually do a very good job if you specifically ask for diverse perspectives on historic events. I've even had the LLM label some "claims" as "untrue and harmful", which impressed the students.

I think that's a point that will surprise a lot of people. There's a lot of calling the internet capable of accessing "the sum of all human knowledge" and such that I think gives people the impression that any and all records exist online somewhere.

people are also surprised when they learn the internet doesn't literally float about in the cloud but is made of physical infrastructure and can be banjaxed by strategically fucking up some submarine cables

it's been a few years now but there were a couple major cable breach incidents that crippled the internet and i think more people could do with being reminded "no, you may in fact be forced to 56k or less if there is only one old cable carrying your data the long way around the planet"

I work with archival AV records, including from broadcasting, and let me tell you, finding contextual info online about things that have been broadcast on the radio, even in the last 40 years or so, is so incredibly difficult. There's just so little out there, because nobody cared to put it there.

Not really--it's just a dispute over what counts as "human knowledge". What counts is on a spectrum, from "easily accessible by anyone, anytime, anywhere" to "extremely hard to find in an inaccessible archive" to "exists but not archived at all" to "totally lost". Where do you draw the line?

knowing the kind of people who say dumb things like "all human knowledge is online," i suspect they do in fact actually think they're telling the truth.

The problem is that AI boosters, especially within academia, operate within a zone of teleological confidence that casually extrapolates from now to a magically exponential curve. So they are confident both that digitization and LLM interpretation will encompass everything, inevitably.

Most human knowledge has not been digitized, true, but more and more digital content is invisible to web crawlers behind paywalls now. Why does prose by Copilot read like LinkedIn? Because MSFT owns LinkedIn and has a readymade source for training data.

Even as a *very* amateur "historian" I learned decades ago that the records you want need to understand an event are in a library or archive that isn't and won't be digitized any time soon. Even the Texas GLO is barely starting and they're well resourced.

GLO = General Land Office. They hold basically all state and Republic of Texas government documents available back to the 1830s. But if you want something, you visit and hope an archivist is there to help you find it.

there's a load of British land registry stuff that's similar - there's mineshafts *somewhere* near my house, but the records are all early Victorian paper, so buying it involved archivists digging those out!

Just for my mom's intensive deep dive in genealogy, she ended up finding that out. Hard to get access from Texas! And she spoke with German archivists that had to gently let her down and tell her that they didn't have records from before 1945 any longer for obvious reasons.

Just look at genealogy: There are quite a few resources in the US - if you're white. Other than that there might be old church records, court documents, and so on, but talk about a needle in a haystack... And that's just your little family history, a very narrow scope. Now try real history.

My mom spent several years doing a deep dive. I was shocked at how much she found, but most of it was by traveling all over Texas to courthouses, churches, Masonic halls, etc in person. And even locating a lost graveyard that's now on maps because of her. Years and a lot of money.

This applies to moving in space as much as it does to moving in time. There's loads of places that haven't even been properly studied (nevermind information about them being digitised), and loads of cultures, people whose knowledge, experiences, records and realities aren't digitised.

Also worth mentioning that a lot of our digitized texts are scans and without OCR. Just because it’s been “digitized” doesn’t make it readable!

Some of the sources I used to work with are catalogued in ledgers and "Findbücher"; you need to go to the archive to find whether they have anything relevant, catalogued in spidery handwriting and in haste in around 1808. Digital archival catalogues are still a desideratum, never mind digitizations!

Something that blew my mind when I visited the Library of Congress in 2009 was that it still had a physical card catalog that took up I can't even guess how much space. Wish I had thought of turning to it when a DDOS attack shut down their website during a visit in the 2010s—if it was still there.

Unfortunately the grifters just see another market and will want to crank out shitty, inaccurate, worse-than-what-we-even-had imaging-to-text models. Fortunately ("fortunately"), there is zero grant money for this so at least that's a decent ward against this shit.

I'm not a working historian (academic writing is not for me lol) but I'd absolutely love to go College Park, MD, US, to look at some of the WW2 instruction/training videos from Air Transport Command. That's 1) not that long ago 2) I know which archive it's in 3) I'm not going to the US anytime soon

Id love to recreate some of those routes in flight simulators. I'm sure some clown will be along shortly to tell me how an AI can simply make that for me though, based on thinking AI is cool and knowing nothing about history or flight simulations

This seems tenuous to me. AI historians may, for the moment, need the primates to digitise data for them. But they would no doubt claim that finding the patterns in it is still doing history.

And even for records that are digitized, they are frequently incomplete and need supplemental sources for interpretation that may not have been digitized yet

And in the case when they have been digitized, like say on the BNF’s Gallica system where everything is available in an OCR’d PDF, LLMs will straight-up invent bullshit about what they supposedly say. The machines cannot do the historian’s job.

Also, ALSO, "digitized" doesn't mean accessible. There's one very specific digitized collection of papers that I'd love to use. It costs thousands of dollars via an institutional subscription ONLY, and my library ain't buying. If I ever see them, it'll be in the flesh (which will be cheaper anyway).

I’m a biologist and we also have archives. They’re specimens in jars. In order for me to do my research, I need to get a lizard from a museum, scan it, then turn the scan into a 3d object. Only then can I see how many bones it has. Also, saying how many bones an animal has involves interpretation.

years ago, i spent a chunk of time helping out with a collection where i was counting teats on wet specimens of mice, which surprisingly also required interpretation. plus I doubt a computer could blowdry rodents half as effectively as an intern 😏 gotta have hands

you just have to write something like "good manual dexterity and attention to detail" and hope that any interviewers have a good sense of humor if they ask for an example of your responsibilities lmao.

I’m interested in how many bones animals have but others are interested in other things like how closely related organisms are, or what chemicals they’re made of. Most of these involve collections (archives) and can only be assisted by ai at best.