[HN Gopher] Can you read this cursive handwriting? The National ...
       ___________________________________________________________________
        
       Can you read this cursive handwriting? The National Archives wants
       your help
        
       Author : lemonberry
       Score  : 205 points
       Date   : 2025-01-18 02:42 UTC (20 hours ago)
        
 (HTM) web link (www.smithsonianmag.com)
 (TXT) w3m dump (www.smithsonianmag.com)
        
       | Unearned5161 wrote:
       | cheers! I was looking for something semi productive to sink a
       | Friday night into
       | 
       | on a more serious note, working through a transcription project
       | for letters and journals that nobody has touched since they've
       | been archived is such a wonderful feeling. Aside from being in
       | front of the physical document itself, your degree of separation
       | from the writer and point is time is vanishingly small!
       | 
       | I always like to observe when they cross something out or make a
       | mistake and think about what could have caused that. Did a friend
       | pass by the door and scare them? Did they get distracted looking
       | out the window? It's all so close and yet so far away :)
        
       | Over2Chars wrote:
       | It says "The following is the dedication of James Lambert a
       | soldier of the Revolutionary wars with the Americas."
       | 
       | blah blah blah
        
         | sayrer wrote:
         | Yes, that seems right. Not that difficult. This one suffers
         | from some poor penmanship, though.
        
         | Unearned5161 wrote:
         | I'm not too sure about that reading, I got "The following is
         | the declaration of James Lambert a soldier of the Revolutionary
         | War in South America." rather different
        
           | sayrer wrote:
           | oh, it is "declaration", yes, but not South America. this guy
           | is even on Amazon:
           | 
           | https://www.amazon.com/James-
           | Lambert-1758-1847-Elaboration-R...
        
           | jahewson wrote:
           | I got "North America"
        
             | ripe wrote:
             | Hmm, interesting: "North America" does make sense, and 4o
             | also seems to transcribe it that way, but the handwriting
             | looks like it says "South America" to me.
        
       | Baeocystin wrote:
       | Funnily enough, there have been a few times over the past couple
       | of years I've been asked by younger co-workers to read something
       | for them that was written in cursive. I hadn't really realized it
       | had become such a (comparatively) rare skill. This fact is making
       | me feel older than my actual 50th birthday did!
        
         | MattGaiser wrote:
         | I'm 28. I can only read the document in the article with a lot
         | of effort and fiddling with the contrast.
        
         | toolslive wrote:
         | I'm a middle aged European and I have no issue reading the
         | cursive handwriting shown there. I'm pretty sure there are
         | plenty of (UK) senior citizens who would be thrilled to help
         | out here. The retirement homes are filled with bored people
         | eager to engage in anything.
        
       | jncfhnb wrote:
       | I don't think I believe that OCR can't do it but random humans
       | can
       | 
       | OCR is VERY good
        
         | BugsJustFindMe wrote:
         | > _I don't think I believe that OCR can't do it but random
         | humans can_
         | 
         | I do.
         | 
         | > _OCR is VERY good_
         | 
         | Uh, my experience is extremely different.
        
           | CamperBob2 wrote:
           | Your experience is obsolete.
        
             | BugsJustFindMe wrote:
             | Oh, ok then.
        
               | CamperBob2 wrote:
               | I mean, all you have to do is feed the image to ChatGPT,
               | and it will read it basically as well as you can.
               | 
               | Denying/downvoting reality is always an option, of
               | course.
        
               | bigstrat2003 wrote:
               | Not being rude was also an option, one you chose not to
               | take for some reason. Seriously, all it would've taken
               | was for you to say something like "there have been a lot
               | of advancements so it's probably different than you
               | remember". This conversation would've gone much smoother
               | for you if you had.
               | 
               | And BugsJustFindMe _can 't_ downvote you, because it was
               | a reply to him. So don't bite his head off over it. You
               | got downvoted because you were a jerk, plain and simple.
        
               | CamperBob2 wrote:
               | _Not being rude was also an option_
               | 
               | Refraining from reflexively pooh-poohing AI with
               | uninformed and/or out-of-date opinions is also an option,
               | but not one often exercised on HN.
               | 
               | It gets old not being able to carry on a discussion
               | without squinting at grayed-out text, simply because
               | someone pointed out that humans aren't robots and should
               | no longer have to emulate them.
        
               | BugsJustFindMe wrote:
               | Can you feed these to ChatGPT and tell me what it says
               | they say?
               | 
               | https://imgur.com/a/CDU6Lgs
               | 
               | It gets them wrong for me, but maybe it will get them
               | right for you. Maybe you're better at prompting or have
               | access to a better model or something.
        
               | CamperBob2 wrote:
               | Eh, I was talking about OCR'ing modern English cursive
               | handwriting, not translating medieval script written in a
               | dead language. It seems reasonable to expect specialized
               | models to be used for this type of work.
               | 
               | Still, here's the first one, via Gemini 2.0 experimental:
               | https://i.imgur.com/HtnwfHp.png
               | 
               | How does the response look? Did it correctly identify the
               | language as Old French, at least? Even if 100% made up,
               | which I have a feeling it is, it's a more credible (not
               | to mention creative) attempt than most non-specialists
               | would come up with.
               | 
               | o1-pro, on the other hand, completely shat the bed:
               | https://i.imgur.com/mivdjkA.png I haven't seen it fail
               | like that in a LONG time, so good job, I guess. :) I
               | resubmitted it by uploading the .jpg directly, and it
               | mumbled something about a "Problem generating the
               | response."
               | 
               | Second image:
               | 
               | Gemini 2.0 seemed to have more trouble with this one:
               | https://i.imgur.com/oEktMP6.png
               | 
               | o1-pro gave another error message, but 4o did pretty well
               | from what I can tell (agree/disagree?):
               | https://i.imgur.com/7iR1y7U.png I thought it was
               | interesting that it got the date wrong, as '1682' is
               | pretty easy to make out compared to much of the text.
               | 
               | In summary, I think you broke o1-pro.
        
               | BugsJustFindMe wrote:
               | > _Did it correctly identify the language as Old French,
               | at least_
               | 
               | Yes! But that's the easy part. :)
               | 
               | > _I was talking about OCR 'ing modern English cursive
               | handwriting_
               | 
               | Yeah, see, I think that's a very narrow expectation.
               | Archive paleography is substantially broader than that.
               | I'm not saying that the tools are useless, but they're
               | often still not better than humans directing focused care
               | and attention.
               | 
               | > _o1-pro, on the other hand, completely shat the bed_
               | 
               | The result is absolutely hilarious though! So kudos to
               | the model for making me laugh at least.
               | 
               | > _4o did pretty well_
               | 
               | It is indeed pretty good and very impressive as a
               | technological feat. The big problems I guess are:
               | 
               | 1) Pretty good isn't necessarily good enough.
               | 
               | 2) If one machine gets it right and one machine gets it
               | wrong, can a machine reconcile them? Or must we again
               | recruit humans?
               | 
               | 3) If a machine seems to get a lot right but also clearly
               | makes important factual errors in ways where a human
               | looks and says "how could you possibly get _this_ part
               | wrong, of all things? " (like the year), how much do we
               | trust and rely on it?
        
               | CamperBob2 wrote:
               | The technique of pitting one model against another is
               | usually pretty effective in my experience. If Gemini 2.0
               | Advanced and o1-pro agree on something, you can usually
               | take it to the bank. If they don't, that's when human
               | intervention is necessary, given the lack of additional
               | first-rank models to query. (Edit: 1682 versus 1692 being
               | a great example of something that a tiebreaker model
               | could handle.)
               | 
               | It seems likely that a mixture-of-models approach like
               | this will be a good thing to formalize at some level.
               | Using appropriately-trained models to begin with seems
               | even more important, though, and I can't agree that this
               | type of content is relevant when discussing
               | straightforward OCR tasks on modern languages.
        
               | BugsJustFindMe wrote:
               | > _I can 't agree that this type of content is relevant
               | when discussing straightforward OCR tasks on modern
               | languages._
               | 
               | 1682 is a number though, language independent, and you
               | noted it as being extremely obvious to a human, even one
               | who can't read any of the other language. So I do think
               | the tools are useful, but people probably still need to
               | be there for now until better models for this are made
               | that stop getting especially obvious parts wrong.
        
           | jncfhnb wrote:
           | I would challenge you to find a picture of text that you
           | think a human can read and OCR cannot. I'm happy to
           | demonstrate. The text shown in this article is trivial.
        
             | demosthanos wrote:
             | The archivists themselves say that they run into such texts
             | often enough that this program was needed:
             | 
             | > The agency uses artificial intelligence and a technology
             | known as optical character recognition to extract text from
             | historical documents. But these methods don't always work,
             | and they aren't always accurate.
             | 
             | They are _absolutely_ aware of the advances in these tools,
             | so if they say they 're not completely there yet I believe
             | them. One likely reason is that the models probably have
             | less 1800s-era cursive in their training set than they do
             | modern cursive.
             | 
             | It's likely that with more human-tagged data they could
             | _improve_ on the state of the art for OCR, but it 's pretty
             | arrogant to doubt the agency in charge of this sort of
             | thing when they say the tech isn't there yet.
        
               | tedunangst wrote:
               | Can someone please post a sample of one of these images
               | that can only be read by a human for us naive OCR
               | believers to see?
        
               | CamperBob2 wrote:
               | To be fair there was a similar discussion a few days ago
               | in which an SME remained unconvinced:
               | https://news.ycombinator.com/item?id=42566391
               | 
               | I don't necessarily agree with her conclusion because she
               | wasn't participating directly in the thread and wasn't
               | completely responsive to some of the points raised, but
               | still, it appears that there _are_ a few instances of
               | difficult-to-read handwriting where OCR is still coming
               | in second to skilled human interpretation.
        
               | jncfhnb wrote:
               | That's comprehension of English not reading characters
        
               | BugsJustFindMe wrote:
               | I've posted these above, but I'll give you your own copy
               | because the bits are free. Does your OCR work on these?
               | Mine sadly doesn't. But if yours does, then I'll switch
               | to it.
               | 
               | https://imgur.com/a/CDU6Lgs
        
               | jncfhnb wrote:
               | The problem statement was text that random humans can
               | read and OCR cannot.
               | 
               | If you want to provide a good faith answer at least make
               | it English. I assume this is French but it's obviously
               | much harder to evaluate on both ends when you're mixing
               | up the language.
        
               | jncfhnb wrote:
               | Then please provide a single example that we can't
               | instantly solve. Happy to prove them wrong.
        
             | AdieuToLogic wrote:
             | > I would challenge you to find a picture of text that you
             | think a human can read and OCR cannot.
             | 
             | Are you aware of CAPTCHA[0] images?
             | 
             | 0 - https://en.wikipedia.org/wiki/CAPTCHA
        
               | jahewson wrote:
               | Solvable with the right tools.
               | 
               | https://github.com/noCaptchaAi/NoCaptcha-Ai-Browser-
               | Extensio...
        
               | AdieuToLogic wrote:
               | > Solvable with the right tools.
               | 
               | The original assertion was:                 I would
               | challenge you to find a picture of text       that you
               | think a human can read and OCR cannot.
               | 
               | Not if many CAPTCHA image challenges could be automated.
               | Unless the tool referenced guarantees 100% correct
               | solutions for all manipulated text images.
        
               | CamperBob2 wrote:
               | The AI models are now better at CAPTCHAs than I am, for
               | both text- and image-based questions. But when confronted
               | with a CAPTCHA, humans work for free, and the models
               | don't. :(
               | 
               | As long as that's the case, CAPTCHAs probably won't be
               | considered truly obsolete.
        
               | jncfhnb wrote:
               | Text that is _intentionally constructed_ to fool
               | computers but not humans is obviously out of scope. But
               | they're generally easily solved with OCR these days
               | anyway.
        
             | BugsJustFindMe wrote:
             | Yeah ok, but it might take me a few tries because I don't
             | know what you're using. I hope that's agreeable?
             | 
             | What does your OCR say that these say? The first one isn't
             | too hard for a human (assuming appropriate language skill).
             | The second one is a bit more difficult.
             | 
             | https://imgur.com/a/CDU6Lgs
        
         | AdieuToLogic wrote:
         | > I don't think I believe that OCR can't do it but random
         | humans can
         | 
         | Considering the people involved are experts in their field, are
         | certainly aware of OCR capabilities, and have publicized a need
         | thusly:                 ... the National Archives is looking
         | for volunteers who can        help transcribe and organize its
         | many handwritten records ...
         | 
         | Perhaps "random humans" can perform tasks which could reshape
         | your belief:
         | 
         | > OCR is VERY good
        
           | jncfhnb wrote:
           | There are conceivable reasons why they may be telling a half
           | truth here. Just engaging the public is a worthy goal here.
        
             | AdieuToLogic wrote:
             | > There are conceivable reasons why they may be telling a
             | half truth here. Just engaging the public is a worthy goal
             | here.
             | 
             | Asserting an ulterior motive without supporting proof is to
             | engage in conspiracy theories.
             | 
             | Sometimes a cigar is just a cigar.[0]
             | 
             | 0 - https://quoteinvestigator.com/2011/08/12/just-a-cigar/
        
               | Dylan16807 wrote:
               | It doesn't look like a cigar (very tricky documents)
               | though. Hence the skepticism.
        
               | jncfhnb wrote:
               | The alternative is me saying that appealing to their
               | "expertise" is an appeal to authority fallacy that flies
               | in the face of general evidence that modern OCR is far
               | better than humans at character recognition. Especially
               | random non specialized humans.
        
           | tptacek wrote:
           | No. Sign up and look at the current missions. A lot of what
           | they want transcribed is totally straightforward to OCR ---
           | not even LLM, OCR. Whatever's going on, and I'm not second-
           | guessing them, a pretty big chunk of their problem appears to
           | be well within the state of the art. The appeal to authority
           | isn't going to play here, because you can just click through
           | to the archives and see what they're trying to figure out.
        
             | AdieuToLogic wrote:
             | > No. Sign up and look at the current missions. A lot of
             | what they want transcribed is totally straightforward to
             | OCR --- not even LLM, OCR. Whatever's going on, and I'm not
             | second-guessing them, a pretty big chunk of their problem
             | appears to be well within the state of the art.
             | 
             | If it's that easy, then do it and be the hero they want.
             | 
             | Or maybe, just maybe, "a pretty big chunk of their problem
             | appears to be well within the state of the art" is a
             | sweeping generalization lacking understanding of the
             | difficulties involved.
        
               | tptacek wrote:
               | Go ahead and find something hard, and relate back the
               | steps you took to find it.
        
               | AdieuToLogic wrote:
               | > Go ahead and find something hard, and relate back the
               | steps you took to find it.
               | 
               | This is a strawman[0] argument. You proclaimed:
               | A lot of what they want transcribed is totally
               | straightforward to OCR
               | 
               | And I replied:                 If it's that easy, then do
               | it and be the hero       they want.
               | 
               | So do it or do not. Nowhere does my finding "something
               | hard" have any relevance to your proclamation.
               | 
               | 0 - https://en.wikipedia.org/wiki/Straw_man
        
               | tptacek wrote:
               | I did in fact do it, and what I got was much, much easier
               | than the samples in the article, which 4o did fine with.
               | I'm sorry, but I declare the burden of proof here to be
               | switched. Can you find a hard one?
               | 
               | (I don't think you need to Wikipedia-cite "straw man" on
               | HN).
        
               | AdieuToLogic wrote:
               | > I did in fact do it, and what I got was much, much
               | easier than the samples in the article, which 4o did fine
               | with.
               | 
               | Awesome.
               | 
               | Can you guarantee its results are completely accurate
               | every time, with every document, and need no human
               | review?
               | 
               | > I'm sorry, but I declare the burden of proof here to be
               | switched.
               | 
               | If you are referencing my stating:                 If
               | it's that easy, then do it and be the hero they want.
               | 
               | Then I don't really know how to respond. Otherwise, if
               | you are referencing my statement:
               | 
               | > Perhaps "random humans" can perform tasks which could
               | reshape your belief:
               | 
               | >> OCR is VERY good
               | 
               | To which I again ask, can you guarantee the correctness
               | of OCR results will exceed what "random humans" can
               | generally provide? What about "non-random motivated
               | humans"?
               | 
               | My point is that automated approaches to tasks such as
               | what the National Archives have outlined here almost
               | always require human review/approval, as accuracy is
               | paramount.
               | 
               | > (I don't think you need to Wikipedia-cite "straw man"
               | on HN).
               | 
               | I do so for two purposes. First, if I misuse a cited term
               | someone here will quickly correct me. Second, there is
               | always a probability of someone new here which is unaware
               | of the cited term(s).
        
               | Dylan16807 wrote:
               | > If you are referencing my stating:
               | 
               | > > If it's that easy, then do it and be the hero they
               | want.
               | 
               | > Then I don't really know how to respond.
               | 
               | If someone says a thing is easy, and you respond by
               | demanding they do it a million times to prove that it's
               | easy, you are the one that has screwed up the burden of
               | proof.
        
               | tptacek wrote:
               | Can I ask, did you sign up and look at what they're
               | actually looking for? Show of good faith: can you give 3
               | of the headers for the top-level "missions" they have for
               | transcriptions?
        
               | Dylan16807 wrote:
               | There are two claims. The main one is that all of these
               | documents are easy to _individually_ transcribe by
               | machine. The other is that a whole lot can be OCR 'd,
               | which is pretty simple to check.
               | 
               | That's not a claim that processing the _entire archive_
               | would be trivial. And even if it was, whether that would
               | make someone the  "hero they want" is part of what's
               | being called into question.
               | 
               | So your silly demand going unmet proves nothing.
               | 
               | Also, "give me an example please" is not a strawman!
               | 
               | If you actually want to prove something, you need to show
               | at least one document in the set that a human can do but
               | not a machine, or to _really_ make a good point you need
               | to show that a _non-neglibile fraction_ fit that
               | description.
        
               | AdieuToLogic wrote:
               | > So your silly demand going unmet proves nothing.
               | 
               | I made demands of no one.
               | 
               | > Also, "give me an example please" is not a strawman!
               | 
               | My identification of the strawman was that it referenced
               | "find something hard" when I had said "be the hero they
               | want" and that what is needed in this specific problem
               | domain may be more difficult than what a generalization
               | addresses.
               | 
               | > If you actually want to prove something, you need to
               | show at least one document in the set that a human can do
               | but not a machine, or to really make a good point you
               | need to show that a non-neglibile fraction fit that
               | description.
               | 
               | Maybe this is the proof you demand.
               | 
               | LLM's are statistical prediction algorithms. As such,
               | they are nondeterministic and, therefore, provide no
               | guarantees as to the correctness of their output.
               | 
               | The National Archives have specific artifacts requiring
               | precise textual data extraction.
               | 
               | Use of nondeterministic tools known to produce provably
               | incorrect results eliminate their applicability in this
               | workflow due to _all_ of their output requiring human
               | review. This is an unnecessary step and can be eliminated
               | by the human reading the original text themself.
               | 
               | Does that satisfy your demand?
        
               | Dylan16807 wrote:
               | > I made demands of no one.
               | 
               | Whatever you want to call "If it's that easy, then do it"
               | 
               | > LLM's [...] Does that satisfy your demand?
               | 
               | That's a different argument from the one above where you
               | were trying to contradict tptacek. And that argument is
               | flawed itself. In particular, humans don't have
               | guarantees either.
               | 
               | > provably incorrect results
               | 
               | This gets back to the actual request from earlier, which
               | is showing an example where the machine performs below
               | some human standard. Just pointing out that LLMs make
               | mistakes is not enough proof of incorrectness in this
               | specific use case.
        
           | jncfhnb wrote:
           | Also, you seem to have taken issue with the phrase "random
           | humans" because you're confused at what's being done here. It
           | is random humans. Non experts.
           | 
           | Experts are asking for the help of non experts.
           | 
           | > Anyone with an internet connection can volunteer to
           | transcribe historical documents and help make the archives'
           | digital catalog more accessible
        
         | ozbonus wrote:
         | I've been trying every state of the art OCR solution on my
         | students' handwritten essays for fifteen years and have yet to
         | find anything even close to acceptable.
        
           | jncfhnb wrote:
           | What methods have you tried?
        
           | wriggler wrote:
           | I'm the founder of handwritingocr.com - have you checked out
           | our free trial? We have loads of educators using our service
           | for exactly this, and they seem quite happy with it.
        
         | jahewson wrote:
         | Actually I think in 2025 you are correct, we just haven't got
         | the best tech into the OCR software that's out there in the
         | real world. I just pasted the letter from the article into
         | ChatGPT (4o) and asked "what does this old letter say?" The
         | response:
         | 
         | ---
         | 
         | The following is the declaration of James Lambert, a soldier of
         | the Revolutionary War in North America.
         | 
         | The said James Lambert on this day personally appeared in the
         | Probate Court of the County of Dearborn in the State of Indiana
         | and at the November Term of said Court (1841), it being a court
         | of record established by the laws of Indiana and made oath
         | that:
         | 
         | On the 25th day of March 1842 he will be eighty-five years old;
         | that he was born in the State of Maryland; that he is now a
         | resident of said county and has been for the 27 years last
         | past; that he has lived in Virginia, Maryland, Pennsylvania...
         | 
         | ---
        
       | musicale wrote:
       | It might be nice for people to be able to actually read the
       | documents in the National Archives rather than relying on a
       | transcription or a mobile app.
       | 
       | I wonder if they've considered making a simple tutorial on how to
       | read cursive? It's not that hard if you can already read printed
       | English. And of course you can practice on documents in the
       | National Archives.
       | 
       | It's exciting and fun to learn to read an unfamiliar script, like
       | the runes on the cover of The Hobbit ... or the engraving-style
       | cursive of the US Constitution.
        
         | posterguy wrote:
         | i dont think the problem is the lack of resources to learn how
         | to read and write cursive
        
           | jb1991 wrote:
           | Except that it does say that in the article, that's it's a
           | lack of education in reading cursive.
        
             | posterguy wrote:
             | no, it says the opposite, that there is growing interest in
             | bringing it back into curriculums in various states. but
             | that's aside from the point that the smithsonian making a
             | tutorial on reading cursive would just represent an
             | additional resource, of which we are not lacking, to learn.
             | whether or not we teach it is different, but finding a
             | resource to learn is not hard.
        
               | musicale wrote:
               | Maybe linking to the resource. "Learn how to read this
               | document."
        
             | Levitz wrote:
             | Those two statements aren't at odds with each other.
             | 
             | For example, there's a great abundance of resources to
             | learn about music theory and such too, the average person
             | doesn't know such things because they aren't interested.
        
             | jhanschoo wrote:
             | I find the article's conflation of two topics involving
             | cursive writing ignorant or disingenuous to the point that
             | I almost wanted to respond with my own comment on that
             | itself. If you study cursive writing in class, you are
             | likely to learn simple and standard letterforms like Palmer
             | script.
             | 
             | But the task requested by the National Archives is more
             | akin to paleography where you can expect each author or
             | work to have their own (region-based/family-based)
             | handwriting that requires decipherment, even for experts.
             | You may have encountered a coworker or schoolmate's
             | indecipherable chicken scratch print writing; that is what
             | you should expect, only cursive.
        
         | ternaryoperator wrote:
         | I think it likely that reading the great variety of cursive
         | styles makes simple teaching rather complicated. Folks who
         | spent years in school reading and writing in cursive can
         | quickly adapt to the various styles, in a way that I'm not sure
         | it could be done in a simple tutorial.
        
         | AdieuToLogic wrote:
         | > I wonder if they've considered making a simple tutorial on
         | how to read cursive?
         | 
         | In generations past, this was called "elementary school."
        
       | iambateman wrote:
       | This is all very cool so I'm not trying to be dismissive. In a
       | lot of ways, giving a hobby out as a way to participate in the
       | national archives is an end in itself.
       | 
       | But...computers can definitely do this way better, right?
        
         | jonahx wrote:
         | I had the same thought but maybe on old hand writing they
         | can't?
         | 
         | EDIT:
         | 
         | I tried giving the sample to 4o and it gave:
         | 
         | The following is the declaration of James Lambert, a soldier of
         | the Revolutionary War in North America.
         | 
         | The said James Lambert this day personally appeared in the
         | Probate Court of the County of Dearborn in the State of Indiana
         | and at the November Term of said Court (1841), it being a court
         | of record created by the laws of Indiana and made oath that:
         | 
         | On the 25th day of March 1842, he will be eighty-five years
         | old, that he was born in the State of Maryland, that he is now
         | a resident of said county and has been for the 27 years last
         | past; that he has lived in Virginia, Maryland, and
         | Pennsylvania...
        
         | AdieuToLogic wrote:
         | > This is all very cool so I'm not trying to be dismissive. In
         | a lot of ways, giving a hobby out as a way to participate in
         | the national archives is an end in itself.
         | 
         | > But...computers can definitely do this way better, right?
         | 
         | No.
         | 
         | Cursive writing is analog and fluid, lacking consistency across
         | authors and often inconsistent by an individual author as well.
         | When done well, it could be classified as its own art form.
         | When done poorly, it can resemble the path walked by a chicken
         | on meth.
        
           | sulam wrote:
           | Current LLMs can absolutely do this as well as you can,
           | probably better.
        
             | AdieuToLogic wrote:
             | > Current LLMs can absolutely do this as well as you can,
             | probably better.
             | 
             | This is obviously disprovable, in that if they could, they
             | would, and this call to action would not exist.
        
               | Osyris wrote:
               | That's quite a lot of faith you have in them.
        
               | nozzlegear wrote:
               | Them being the National Archives? What about the National
               | Archives makes you think they're particularly inept at
               | utilizing LLMs?
               | 
               | I'm tired of this brand of dismissive cynicism.
        
           | musicale wrote:
           | iPad seems to do OK, but it has more to go by since it has
           | the timing and pressure as well as the written text.
        
       | zabzonk wrote:
       | After using a keyboard for circa 50 years, I can't read my own
       | handwriting. I can't even give a reproduceable signature.
        
         | munchler wrote:
         | Me too, and I used to be proud of my handwriting back in the
         | 90's. Definitely a loss in self-expression.
        
         | dpb001 wrote:
         | Same here. Old enough to remember when your signature on a
         | credit card receipt would be given a quick look to compare it
         | to the scrawl on the back of the card. If this was still being
         | done I'd probably fail 50% of the transactions I attempt.
        
           | kmoser wrote:
           | Nobody has checked the back of my credit card for the
           | presence of a signature in decades, let alone whether the
           | signature matches. (I also haven't bothered to sign my credit
           | card for this reason, but also because why would I want
           | somebody to have my actual signature if my card is stolen?)
           | These days my "signature" on a credit card purchase is
           | usually a smiley face. Nobody has ever complained.
        
             | dpb001 wrote:
             | Yup, it's been decades - I remember it happening with the
             | carbon copy imprinting devices and it may have been more
             | common in the US rural South where I was working at the
             | time. The squiggles I fingerpaint on checkout screens now
             | are my version of your smiley face.
        
       | jb1991 wrote:
       | > particularly for Americans who never learned cursive in school.
       | 
       | American schools don't teach it anymore?!
        
         | jghn wrote:
         | Why would they? It's an anachronism optimizing for writing
         | speed
        
           | galangalalgol wrote:
           | They started teaching it again because it correlated with
           | better outcomes for things seemingly unrelated to writing.
           | And it was important to learn it before typing supposedly.
           | There is probably some better way to accomplish whatever it
           | is actually doing, but they don't seem to know that.
        
           | adrian_b wrote:
           | I agree that cursive handwriting has become useless.
           | 
           | As a child, even many years before having access to personal
           | computers or any other kind of typewriting, I have switched
           | my handwriting from cursive to using the kind of sans-serif
           | typefaces used in technical drawing and since then I have
           | never written again cursively, with the exception of my
           | signature, where required on official documents.
           | 
           | Nevertheless, I believe that some kind of calligraphy is
           | necessary for developing fine motor skills in children,
           | unless it is replaced with some other activity that requires
           | a similar precision in the movements of the fingers and of
           | the hand.
        
         | _pktm_ wrote:
         | Not that I can tell, unless you encounter a teacher who
         | (personally) believes it's worthwhile.
         | 
         | The real problem, IMO, is that they don't teach cursive but
         | also don't teach typing. They've thrown laptops at the kids
         | without giving them the basic skill necessary to be effective
         | in that medium.
        
           | galangalalgol wrote:
           | They stopped teaching cursive for a number of years but all
           | the schools in my area start it around age 6 or 7 now. They
           | start typing the next year with some horribly boring typing
           | program.
        
       | jez wrote:
       | The handwriting in some of these snippets, while sometimes
       | difficult to read for one reason or another, is nonetheless
       | beautiful: did everyone who wrote have such great handwriting
       | back then?
       | 
       | I'm looking at the piece in the Instagram post linked by the
       | page, which begins, "honor of holding in their service". The
       | lines are so straight, the letters are so uniform!
        
         | cyberax wrote:
         | Handwriting is a skill, you get better with practice!
         | 
         | A lot of bad handwriting stems from using it to write down
         | things quickly (see: https://imgur.com/doctors-strike-5ANma ).
         | 
         | If you instead focus on doing slow calligraphy, your
         | handwriting can improve rapidly.
        
         | 999900000999 wrote:
         | Widespread literacy is an extremely recent phenomenon.
         | 
         | I highly doubt most people could write that well
        
           | quickthrowman wrote:
           | The US is an extreme outlier with regards to a high rate of
           | literacy compared to almost everywhere else during the
           | 1600-1800s. Today is a different story, Massachusetts had a
           | higher rate of literacy when education was made compulsory in
           | the 19th century than it does currently, which is kind of
           | astounding.
           | 
           | > Sheldon Richman quotes data showing that from 1650 to 1795,
           | American male literacy climbed from 60 to 90 percent. Between
           | 1800 and 1840 literacy in the North rose from 75 percent to
           | between 91 and 97 percent. In the South the rate grew from
           | about 55 percent to 81 percent. Richman also quotes evidence
           | indicating that literacy in Massachusetts was 98 percent on
           | the eve of legislated compulsion and is about 91 percent
           | today.
           | 
           | https://www.independent.org/publications/article.asp?id=307
        
             | 999900000999 wrote:
             | I'm happy to be proven wrong.
             | 
             | Any reason for this being an American thing?
             | 
             | I'd still assume fine penmanship was a mark of the upper
             | class though
        
         | hello_newman wrote:
         | As someone with terrible handwriting but decent cursive, i
         | think cursive provides a better structure for achieving cleaner
         | penmanship compared to non-cursive writing. My theory is that
         | cursive's consistency of soft, flowing loops rather than a mix
         | of abrupt angles and disconnected lines helps create a more
         | uniform result.
         | 
         | I also remember teachers telling you when writing cursive to
         | seldom lift your hand from the page. I think that act of
         | keeping your pen on the page for most of the writing process
         | encourages a smoother and more natural flow, reducing the
         | chance of jerky, uneven strokes
        
       | tptacek wrote:
       | Isn't this like a bread-and-butter AI task?
       | 
       |  _"The following is the declaration of James Lambert, a soldier
       | of the Revolutionary War in North America."_ _"The said James
       | Lambert, on this day personally appeared in the Probate Court of
       | the County of Dearborn in the State of Indiana, at the November
       | Term of said Court [1841], it being a court of record created by
       | the laws of Indiana, and made oath that on the 25th day of March
       | 1842 he will be eighty-five years old; that he was born in the
       | State of Maryland; that he is now a resident of [said] county and
       | has been for the [27] years last past; that he has lived in
       | Virginia, Maryland, [and Pennsylvania]; that..."_
       | 
       | These kinds of problems, matching up cursive to actual text,
       | would seem to play to the absolute best strengths of an LLM,
       | given how much basic language structure the models encode.
        
         | saagarjha wrote:
         | > The agency uses artificial intelligence and a technology
         | known as optical character recognition to extract text from
         | historical documents. But these methods don't always work, and
         | they aren't always accurate.
        
         | edelbitter wrote:
         | I've seen people do that, and the results are.. just sad. These
         | modern models insert their twitter-era "what grabs attention
         | must be true" view into the very little authentic past we still
         | possess.
        
           | tptacek wrote:
           | What did 4o get wrong about the title image in the
           | transcription I just gave you?
        
       | saagarjha wrote:
       | Seems like something that some of those big AI companies that are
       | desperately starved of training material could chip in on, no?
       | Actually do something for the public good, spend a few cents of
       | that VC money, get some high-quality training data out of it?
        
       | myth_drannon wrote:
       | Why do they need volonteers to manually do it? Open AI models
       | like Microsoft's TrOCR are very effective for handwritten English
        
       | demosthanos wrote:
       | Before commenting asking about why they don't just use LLMs,
       | please note that the article specifically calls out that they do,
       | but it's not always a viable solution:
       | 
       | > The agency uses artificial intelligence and a technology known
       | as optical character recognition to extract text from historical
       | documents. But these methods don't always work, and they aren't
       | always accurate.
       | 
       | The document at the top is likely an especially _easy_ document
       | to read precisely because it 's meant to be the hook to get
       | people to sign up and get started. It isn't going to be
       | representative of the full breadth of documents that the National
       | Archives want people to go through.
        
         | tptacek wrote:
         | OK, fair enough, but can you find one in this article that's
         | hard for an LLM? The gnarliest one I saw, 4o handled instantly,
         | and I went back and looked carefully at the image and the text
         | and I'm sold.
         | 
         | Like if this is a crowdsourcing project, why not do a first
         | pass with an LLM and present users with both the image and the
         | best-effort LLM pass?
         | 
         |  _Later_
         | 
         | I signed up, went to the current missions, and they all seem to
         | post post-1900 and all typeset. They're blurry, but 4o cuts
         | through them like a hot knife through butter.
        
           | varenc wrote:
           | My guess is because it's the Smithsonian, they're just not
           | willing to trust an LLM's transcription enough to put their
           | name on it. I imagine they're rather conservative. And maybe
           | some AI-skeptic protectionist sentiments from the
           | professional archivists. Seems like it could change with time
           | though.
        
             | ugh123 wrote:
             | > My guess is because it's the Smithsonian, they're just
             | not willing to trust an LLM's transcription enough to put
             | their name on it. I imagine they're rather conservative
             | 
             | I expect thats a common theme from companies like that, yet
             | I don't think they understand the issue they think they
             | have there.
             | 
             | Why not have the LLMs do as much work as possible and have
             | humans review and put their own name on it? Do you think
             | they need to just trust and publish the output of the LLM
             | wholeheartedly?
             | 
             | I think too many people saw what a few idiot lawyers did
             | last year and closed the book on LLM usage.
        
               | patrick451 wrote:
               | The incident with the lawyers just highlighted the
               | fundamental problem with LLMs and AI in general. They
               | can't be trusted for anything serious. Worse, they give
               | the apppearence of being correct, which leads humans
               | "checkers" into complacency. Total dumpster fire.
        
               | dr_dshiv wrote:
               | Instead of thinking about this as an all-or-nothing
               | outcome, consider how this might work if they were made
               | accessible with LLMs, and then you used randomized spot
               | checks with experts to create a clear and public error
               | rate. Then, when people see mistakes they can fix them.
               | 
               | I'm trying to do this for old Latin books at the Embassy
               | of the Free Mind in Amsterdam. So many of the books have
               | never been digitized, let alone OCRd or translated. There
               | is a huge amount of work to be done to make these works
               | accessible.
               | 
               | LLMs won't make it perfect. But isn't perfect the enemy
               | of the good? If we make it an ongoing project where the
               | source image material is easily accessible (unlike in a
               | normal published translation, where you just have to
               | trust the translator), then the knowledge and
               | understanding can improve over time.
               | 
               | This approach also has the benefit of training readers
               | not to believe everything they read -- but to question it
               | and try to get directly at the source. I think that's a
               | beautiful outcome.
        
               | patrick451 wrote:
               | These kinds of ideas just sound to me like "Suppose you
               | had to use broken technology X. How do you make work?"
        
               | Dylan16807 wrote:
               | I don't think you're wrong, but that's because there are
               | no alternative technologies. The only alternative is
               | leaving much more of the archive inaccessible for a much
               | longer period, possibly forever.
        
               | miltonlost wrote:
               | > The only alternative is leaving much more of the
               | archive inaccessible for a much longer period, possibly
               | forever.
               | 
               | No, the alternative is volunteers transcribing. Like this
               | project.
               | 
               | Not every problem needs a computer.
        
               | Dylan16807 wrote:
               | Volunteers transcribing leaves much more of the archive
               | inaccessible for a much longer period.
        
               | thaumasiotes wrote:
               | > Why not have the LLMs do as much work as possible and
               | have humans review and put their own name on it?
               | 
               | That's not a good way to improve on the accuracy of the
               | LLM. Humans reviewing work that is 95% accurate are
               | mostly just going to rubber-stamp whatever you show them.
               | This is equally a problem for humans reviewing the work
               | of other humans.
               | 
               | What you actually want, if you're worried about accuracy,
               | is to do the same work multiple times independently and
               | then compare results.
        
             | dfc wrote:
             | The article is from The Smithsonian. The actual project is
             | with the National Archives.
        
           | defaultcompany wrote:
           | My parents have saved letters from their parents which are
           | written in cursive but in two perpendicular layers. Meaning
           | the writing goes horizontally in rows and then when they got
           | to the end of the page it was turned 90 degrees and continued
           | right on top of what was already there for the whole page.
           | This was apparently to save paper and postage. It looks like
           | an unintelligible jumble but my mother can actually decipher
           | it. Maybe that's what the LLMs are having trouble with?
           | 
           | Edit: apparently it's called cross writing [1]
           | 
           | 1: https://highshrink.com/2018/01/02/criss-cross-letters/
        
             | tptacek wrote:
             | Are they having trouble? You can sign up right now and get
             | tasks from the archive that seem trivial for 4o (by which I
             | mean: feed a screenshot to 4o, get a transcription, and
             | spot check it).
        
           | doodlebugging wrote:
           | I'm doing some genealogy work right now on my family's old
           | papers covering the time period from recent years back to the
           | late 17th century. Handwriting styles changed a lot over the
           | centuries and individuals can definitely be identified by
           | their personal cursive style of writing and you can see their
           | handwriting change as they aged.
           | 
           | Then you have the problem that some of these ancestors not
           | only had terrible penmanship but also spelled multi-syllabic
           | words phonetically since they likely were barely educated
           | kids who spent more time when they were young working on the
           | farm or ranch instead of attending school where they would've
           | learned how to spell correctly.
           | 
           | I don't know whether your LLM can handle English words
           | spelled phonetically written in cursive by an individual who
           | had no consistency in forming letters in the words. It is
           | clear after reading a lot of correspondence from this person
           | that they ignored things that didn't seem important in the
           | moment like dotting i's or crossing t's or forming tails on
           | g's, p's, j's, or even beginning letters consistently since
           | they switched between cursive and block letters within a
           | sentence, maybe while they paused to clarify their thoughts.
           | I don't know but it is fascinating to take a walk through
           | life with someone you'll never meet and to discover that many
           | of the things that seemed awesome to you as a kid were also
           | awesome to them and that their life had so many challenges
           | that our generations will never need to endure.
           | 
           | Some of my people have the most beautiful flowing cursive
           | handwriting that looks like the cursive that I was taught in
           | grade school. Others have the most beautiful flowing cursive
           | with custom flourishes and adornments that make their
           | handwriting instantly recognizable and easy to read once you
           | understand their style.
           | 
           | I think there are plenty of edge cases where LLMs will take a
           | drunkard's walk through the scribble and spit out gibberish.
           | 
           | I'm reminded of an old joke though.
           | 
           | Ronald Reagan woke up one snowy Washington, DC morning and
           | took a look out of the window to admire the new-fallen snow.
           | He enjoys the beautiful scene laid out before him until he
           | sees tracks in the snow below his window and a message
           | obviously written in piss that said - "Reagan sucks".
           | 
           | He dispatched the Secret Service to the site where samples
           | were taken of the affected snow and photos of the tracks of
           | two people were made.
           | 
           | After an investigation he receives a call from the Secret
           | Service agent in charge who tells him he has some good news
           | and some bad news for him.
           | 
           | The good news is that they know who pissed the message. It
           | was George HW Bush, his Vice President. The bad news is that
           | it was Nancy's handwriting.
        
           | rtkwe wrote:
           | One that require additional work beyond simply feeding the
           | image into the model would be this example which is a mix of
           | barely legible hand written cursive and easy to read typed
           | form. [0] Initially 4o just transcribes (successfully) the
           | bottom half of the text and has to be prompted to attempt the
           | top half at which point it seems to at best summarize the
           | text instead of giving a direct transcription. [1] In fact it
           | seems to mix up some portions of the latter half of the typed
           | text with the written text in the portion of it's
           | "transcription" about "reduced and indigent circumstances".
           | 
           | [0] https://catalog.archives.gov/id/54921817?objectPage=8&obj
           | ect...
           | 
           | [1] Reproducing here since I cannot share the chat since it
           | has user uploaded images. " The text in the top half of the
           | image is handwritten and partially difficult to read due to
           | its cursive style and some smudging. Here's my best
           | transcription attempt for the top section:
           | 
           | ...resident within four? years, swears and says that the name
           | of the John Hopper mentioned in the foregoing declaration is
           | the same person, and he verily believes the facts as stated
           | in the declaration are true.
           | 
           | He further swears that the said John Hopper is in reduced and
           | indigent circumstances and requires the aid of his country.
           | 
           | The declarant further swears he has no evidence now in his
           | power of service, except the statement of Capt. (illegible
           | name), as to his reduced circumstances ...
           | 
           | Sworn to before me, this day...
           | 
           | Some parts remain unclear due to the handwriting, but let me
           | know if you'd like me to attempt further clarification on
           | specific sections!"
        
             | thaumasiotes wrote:
             | > this example which is a mix of barely legible hand
             | written cursive and easy to read typed form.
             | 
             | > In fact it seems to mix up some portions of the latter
             | half of the typed text with the written text in the portion
             | of it's "transcription" about "reduced and indigent
             | circumstances".
             | 
             | What typed form? What typed text? That image is a single
             | handwritten page, and the writing is quite clean, not
             | "barely legible".+ The file related to John Hopper appears
             | to be 59 pages, and some of them are typed, but they're all
             | separate images.
             | 
             | Are you trying to process all 59 pages at once? Why?
             | 
             | I should note that transcription is an excellent use of an
             | LLM in the sense of a language model, as opposed to an
             | "LLM" in the sense of several different pieces of software
             | hooked together in cryptic ways. It would be a lot more
             | useful, for this task, to have direct access to the
             | language model backing 4o than to have access to a chatbot
             | prompt that intermediates between you and the model.
             | 
             | + My biggest problems in reading the page: Cursive _n_ and
             | _u_ are often identical glyphs (both written i), leading me
             | to read  "Ind." as "Jud."; and I had trouble with the
             | "roster" at the bottom of the page. What felt weirdest
             | about that was that the crossbar of the "t" is positioned
             | well above the top of the stem, but that can't actually be
             | what tripped me up, because on further review it's a common
             | feature of the author's handwriting that I didn't even
             | notice until I got to the very end of the letter. It's even
             | true in the earlier instance of "Roster" higher up on the
             | page. So my best guess is that the "os" doesn't look right
             | to me.
             | 
             | I misread 1758 as 1958, too, but hopefully (a) that kind of
             | thing wears off as you get used to reading documents about
             | the Revolutionary War; and (b) it's a red flag when someone
             | who died in 1838 was born in 1958 according to a letter
             | written in 1935.
        
           | ellen364 wrote:
           | > Like if this is a crowdsourcing project, why not do a first
           | pass with an LLM and present users with both the image and
           | the best-effort LLM pass?
           | 
           | Possibly for the reason that came up in your other post: you
           | mentioned that you spot checked the result.
           | 
           | Back when I was in historical research, and occasionally
           | involved in transcription projects, the standard was 2-3
           | independent transcriptions per document.
           | 
           | Maybe the National Archive will pass documents to an LLM and
           | use the output as 1 of their 2-3 transcriptions. It could
           | reduce how many duplicate transcriptions are done by humans.
           | But I'll be surprised if they jump to accepting spot checked
           | LLM output anytime soon.
        
             | tptacek wrote:
             | You get that I'm not saying they should just commit LLM
             | outputs as transcriptions, right?
        
           | Avshalom wrote:
           | Real quick, how long do you think chatgpto4 has existed? How
           | long do you think the National Archive has been archiving?
        
             | tptacek wrote:
             | It's 4o. The crowdsourced transcription project dates back
             | to 2012. My comment is mostly on this article.
        
           | anaisbetts wrote:
           | Did you actually check it? Sonnet 3.5 generates text that
           | seems legitimate and generally correct, but misreads
           | important details. LLMs are particularly deceptive because
           | they will be internally consistent - they'll reuse the same
           | incorrect name in both places and will hallucinate
           | information that seems legit, but in fact is just made-up.
        
             | dr_dshiv wrote:
             | Just have version control, and allow randomized spot checks
             | with experts to have a known error rate.
        
             | myth_drannon wrote:
             | You don't use LLM but other transformer based ocr models
             | like trocr which has very low CER and WER rates
        
           | vintermann wrote:
           | I don't know about this project, but I can easily find
           | thousands of images that gpt-4o can't read, but a human
           | expert can. It can do typed text excellently, antika-style
           | cursive if it's very neat, and kurrent-style cursive never.
        
             | tptacek wrote:
             | For straightforward reasons, I am commenting on this
             | project, not the space of all possible projects. I did try,
             | once, to get 4o to decode the Zodiac Killer's message. It
             | didn't work.
        
           | morning-coffee wrote:
           | > Like if this is a crowdsourcing project...
           | 
           | I'm confused by what you're asking. Are you asking me to like
           | (upvote) your comment if this is a crowdsourcing project?
           | Don't we already know it is a crowdsourcing project?
        
             | enlightens wrote:
             | The use of the word "like" here could be replaced with the
             | word "so"
             | 
             | "So if this is a crowdsourcing project..."
             | 
             | Like is serving as an indication that someone else
             | approximately said the phrase it introduced, in a way often
             | associated with the "Valley Girl" social dialect but
             | regularly seen outside of it.
             | 
             | https://en.wikipedia.org/wiki/Like#As_a_colloquial_quotativ
             | e
        
               | thaumasiotes wrote:
               | > The use of the word "like" here could be replaced with
               | the word "so"
               | 
               | Correct, but that's not a quotative use of the word. It's
               | a discourse particle. You want to link one subsection
               | down, _like_ as a discourse particle.
               | 
               | https://en.wikipedia.org/wiki/Like#As_a_discourse_particl
               | e,_...
        
         | tedunangst wrote:
         | Something about extraordinary claims and extraordinary
         | evidence? The evidence presented, a seemingly easily
         | transcribed image, is hardly persuasive.
        
           | rtkwe wrote:
           | Some are significantly harder to read. I took the page below
           | and tried to get GPT 4o to transcribe it and it basically
           | couldn't do it. I'm not going to sit and prompt hack for ages
           | to see if it can but it seems unable to tackle the
           | handwritten text at the top. When I first just fed it the
           | image and asked for a transcription it only (but
           | successfully) read the bottom portion, prompted for a
           | transcription of the top it dropped into more of a summary of
           | the whole document mainly pulling some phrases from the
           | bottom text. (Sadly can't share it but I copied it's reply
           | out in a comment upthread) [0]
           | 
           | It was more successful at a few others I tried but it's still
           | a task that requires manual processing like a lot of LLM
           | output to check for accuracy and prompt modification to get
           | it to output what you need for some documents.
           | 
           | https://catalog.archives.gov/id/54921817?objectPage=8&object.
           | ..
           | 
           | [0] https://news.ycombinator.com/item?id=42746490
        
         | interludead wrote:
         | Still, the fact that they're combining AI and human effort
         | makes sense
        
           | mkoubaa wrote:
           | High quality human transcriptions are the most valuable kind
           | of training data
        
         | prng2021 wrote:
         | Determining whether the latest off the shelf LLMs are good
         | enough should be straight forward because of this:
         | 
         | "Some participants have dedicated years of their lives to the
         | program--like Alex Smith, a retiree from Pennsylvania. Over
         | nine years, he transcribed more than 100,000 documents"
         | 
         | Have different LLMs transcribe those same documents and compare
         | to see if the human or machine is or accurate and by how much.
        
           | sandworm101 wrote:
           | This is not an LLM problem. It was solved years ago via OCR.
           | Worldwide, postal services long ago deployed OCR to read
           | handwitten addresses. And there was an entire industry of
           | OCR-based data entry services, much of it translating the
           | chicken scratch of doctor's handwiting on medical forms, long
           | before LLMs were a thing.
        
             | lukeschlather wrote:
             | LLMs improve significantly on state of the art OCR. LLMs
             | can do contextual analysis. If I were transcribing these by
             | hand, I would probably feed them through OCR + an LLM, then
             | ask an LLM to compare my transcription to its transcription
             | and comment on any discrepancies. I wouldn't be surprised
             | if I offered minimal improvement over just having the LLM
             | do it though.
        
               | sandworm101 wrote:
               | Why assume that OCR does not involve context? OCR systems
               | regularly use context. It doesnt require an LLM for a
               | machine reading medical forms to generate and use a list
               | of the hundred most common drugs appearing in a paticular
               | place on a specific form. And an OCR reading envelopes
               | can be directed to prefer numbers or letters depending on
               | what it expects.
               | 
               | Even if LLMs can push a 99.9% accuracy to 99.99, at least
               | an OCR-based system can be audited. Ask an OCR vendor why
               | the machine confused "Vancouver WA" and "Vancouver CA"
               | and one can get a solid answer based in repeated testing.
               | Ask an LLM vendor why and, at best, you'll get a shrug
               | and some line citing how much better they were in all the
               | other situations.
        
               | iterance wrote:
               | Are you guessing, or are there results somewhere that
               | demonstrate how LLMs improve OCR in practical
               | applications?
        
               | Modified3019 wrote:
               | Someone linked this above
               | 
               | https://trustdecision.com/resources/blog/revolutionizing-
               | ocr...
               | 
               | > Our internal tests reveal a leap in accuracy from
               | 98.97% to 99.56%, while customer test sets have shown an
               | increase from 95.61% to 98.02%. In some cases where the
               | document photos are unclear or poorly formatted, the
               | accuracy could be improved by over 20% to 30%.
               | 
               | While a small percentage increase, when applied to
               | massive amounts of text it's a big deal.
        
             | dambi0 wrote:
             | For the addresses it might be a bit easier because they are
             | a lot more structured and in theory and the vocabulary is a
             | lot more limited. I'm less sure about medical notes
             | although I'd suspect that there are fairly common things
             | they are likely to say.
             | 
             | Looking at the (admittedly single) example from the
             | National Archives seems a bit more open than perhaps the
             | other two examples. It's not impossible thst LLMs could
             | help with this
        
             | WillAdams wrote:
             | Yes, but there was usually a fall-back mechanism where an
             | unrecognized address would be shown on a screen to an
             | employee who would type it so that it could then be
             | inkjetted with a barcode.
        
             | prng2021 wrote:
             | It was never "solved" unless you can point me to OCR
             | software that is 100% accurate. You can take 5 seconds to
             | google "ocr with llm" and find tons of articles explaining
             | how LLMs can enhance OCR. Here's an example:
             | 
             | https://trustdecision.com/resources/blog/revolutionizing-
             | ocr...
        
               | sandworm101 wrote:
               | By that standard, no problem has ever been solved by
               | anyone. I prefer to believe that a great many everyday
               | tech issues were in fact tackled and solved in the past
               | by people who had never even heard of LLMs. So too many
               | things were done in finance long before blockchains
               | solved everything for us.
        
               | VWWHFSfQ wrote:
               | OCR is not perfect. And therefore it is not "solved".
        
               | Dylan16807 wrote:
               | That definition, solved=perfect, is not what sandworm
               | meant and it's an irrelevant definition to this
               | conversation because it's an impossible standard.
               | 
               | Insisting we switch to that definition is just being
               | unproductive and unhelpful. And it's pure semantics
               | because you know what they meant.
        
               | philipwhiuk wrote:
               | Not really, because this entire post is about that last
               | fraction of a %.
        
               | Dylan16807 wrote:
               | It's not, because then they wouldn't want humans, because
               | humans can't do 100% either.
        
               | jadamson wrote:
               | That's only true if the x% humans can't do is the same x%
               | that OCR can't do.
        
               | prng2021 wrote:
               | From the article I linked:
               | 
               | "Our internal tests reveal a leap in accuracy from 98.97%
               | to 99.56%, while customer test sets have shown an
               | increase from 95.61% to 98.02%. In some cases where the
               | document photos are unclear or poorly formatted, the
               | accuracy could be improved by over 20% to 30%."
        
               | flir wrote:
               | In my experience the chatbots have bumped transcription
               | accuracy quite a bit. (Of course, it's possible I just
               | don't have access to the best-in-class OCR software I
               | should be comparing against).
               | 
               | (I always go over the transcript by hand, but I'd have to
               | do that with OCR anyway).
        
               | asveikau wrote:
               | OCR is very bad.
               | 
               | As an example look at subtitle rips for DVD and Blu-ray.
               | The discs store them as images of rendered computer text.
               | A popular format for rippers is SRT, where it will be
               | stored as utf-8 and rendered by the player. So when you
               | rip subtitles, there's an OCR step.
               | 
               | These are computer rendered text in a small handful of
               | fonts. And decent OCR still chokes on it often.
        
             | iandanforth wrote:
             | Fun fact, convolutional neural networks developed by Yann
             | LeCunn were instrumental in that roll out!
        
           | pinoy420 wrote:
           | Agree. Sounds like not wanting to let go of a legacy
        
       | brenainn wrote:
       | The Australian War Memorial has a volunteer program for
       | transcribing old letters and diaries and such:
       | https://transcribe.awm.gov.au/
       | 
       | I gave it a go but it was too hard for me! I write in cursive but
       | I found most of it illegible.
        
       | Decabytes wrote:
       | I'm interested to give this a go because I want to practice
       | reading cursive. I do a lot of longhand writing including writing
       | all my notes in cursive. It's exciting to watch my binding fill
       | up with all sorts of different subjects!
       | 
       | I like to write in cursive for a few reasons
       | 
       | 1. I find it makes my hand cramp less 2. It offers some shallow
       | privacy in public 3. I don't want to lose the skill 4. It's fun!
        
         | gabeio wrote:
         | All of the same reasons I love practicing a little calligraphy!
         | I love how it looks as well. I don't use a special pen but just
         | add my own style to my cursive to make it look even nicer. But
         | I used to write my notes in school with calligraphy (mostly
         | because it gave me an excuse to not care about the subject) but
         | it made the teachers hate me because I would never finish
         | copying their scribbles fast enough.
        
       | c0brac0bra wrote:
       | I have a family heirloom civil war journal and much of it is
       | unfortunately near undecipherable cursive writing.
       | 
       | It would be great if this would eventually develop into some kind
       | of set of open models that would work on content like this.
        
       | tkgally wrote:
       | This reminded me of something the historian Megan Marshall wrote
       | in the introduction to her book _The Peabody Sisters: Three Women
       | Who Ignited American Romanticism_ (2005):
       | 
       | "I became expert in deciphering the sisters' handwriting, and
       | that of their ancestors, parents, and friends. Each era and each
       | correspondent presented different challenges. Some hands were
       | sprawling, some spindly, some cramped; _t_ 's went uncrossed at
       | the ends of words, and _f_ 's and _s_ 's were interchanged;
       | spelling, capitalization, and punctuation could be erratic or
       | idiosyncratic. Often, to save paper and postage, the sisters
       | turned a single sheet ninety degrees and wrote back across a page
       | already covered with handwriting. I learned to be especially
       | attentive to these cross-written lines, in which the sisters
       | invariably confided their deepest feelings in the last hurried
       | moments of closing a letter. Here I would find the urgent
       | personal message that had been put off for the sake of dispensing
       | news or settling business. In one such postscript, I discovered
       | Elizabeth's account of a conversation with Horace Mann in which
       | the two spoke frankly of their love for each other and finally
       | settled on what it meant."
       | 
       | A photograph of a letter with cross-writing is here:
       | 
       | https://www.masshist.org/database/1774
       | 
       | Marshall wrote more in an article for _Slate_ :
       | 
       | https://slate.com/news-and-politics/2005/05/reading-the-peab...
        
         | teddyh wrote:
         | > _and f's and s's were interchanged_
         | 
         | Could these be instances of the long s, "s", easily confused
         | with an f?
        
       | Unearned5161 wrote:
       | Ok I did one letter, from a woman in 1814 writing to James Monroe
       | (then Secretary of State) asking for a passport to go to Scotland
       | to get her late brother's property. What a trip! So enjoyable to
       | get into the flow once you've "synchronized" with the persons
       | handwriting. Furthermore, due to the fact that you're reading and
       | re-writing word for word of whatever you're transcribing, the
       | stories you end up reading have tremendous memory-stick. This is
       | not surprising, considering that you are dedicating an inordinate
       | amount of time per page, but it's a welcome side effect when you
       | try and recollect.
        
         | jhanschoo wrote:
         | > Furthermore, due to the fact that you're reading and re-
         | writing word for word of whatever you're transcribing, the
         | stories you end up reading have tremendous memory-stick. This
         | is not surprising, considering that you are dedicating an
         | inordinate amount of time per page, but it's a welcome side
         | effect when you try and recollect.
         | 
         | This was something I enjoyed when I decided to learn a language
         | by translating short stories. (Edit: Of course, you have to
         | choose an author whose diction you respect. Your unfamiliarity
         | with the target language encourages you to mull over the
         | author's use of diction and the nuances the author is trying to
         | convey, and then find appropriate diction in English. This
         | means you spend a long time immersed in the imagery.)
        
           | Unearned5161 wrote:
           | What a brilliant idea. I've had learning to read French on my
           | list for a while now, I'm going to try transcription as
           | another way at it.
        
         | interludead wrote:
         | I love the idea of "synchronizing" with someone's handwriting
        
         | Daneel_ wrote:
         | I wish this technique worked for me. I can transcribe something
         | verbatim and then have absolutely no idea what I've written - I
         | have to go back and read it to actually parse the text.
        
           | dylan604 wrote:
           | That's not uncommon. I was the same way back when I took an
           | actual typing class. The part of my brain used for
           | storage/recall just seems to go to sleep when doing the whole
           | transcription stage. Maybe it was a mental thing realizing it
           | was just a task and no actual interest in the content other
           | than accomplishing a task vs doing it something I had a
           | vested interest???
        
       | geuis wrote:
       | It's a really interesting project. But boy do they make it hard
       | to participate.
       | 
       | * Article doesn't provide a direct link to the topic mission
       | 
       | * Signup is pretty easy. Well organized and even gently requires
       | you to have two forms of 2FA.
       | 
       | * Sign up complete. Go back to the primary page and try to find
       | the mission. A little buried but not too deep.
       | 
       | * Notice I'm not signed in. Ok, let's do that. Now I'm back on
       | the main page and navigate back. Find the first document and open
       | it. Really interesting to scan through the doc and to read.
       | People back then generally had really nice handwriting.
       | 
       | * Ok, what next, how do I transcribe? ... ? Oh it says I'm not
       | logged in again. Fine, click the link and...
       | 
       | * I'm logged in and directed back to the main page, again.
       | 
       | Look, this is an interesting project and I'd love to spend my
       | spare cycles to help out. But they really need to clean up this
       | process.
       | 
       | Volunteers shouldn't have to jump through kinda poorly designed
       | interfaces to help out.
        
         | rtkwe wrote:
         | The social post embedded in the page links directly to this
         | page with all the instructions. Once I created an account and
         | signed in I just selected a state in the original tab and was
         | right there and could start translating.
         | 
         | Do you perhaps have uBlock Origin enabled or some other
         | limitation on Javascript/cookies that might be messing with
         | your login status?
         | 
         | The direct link to the mission that was in the social post.
         | https://www.archives.gov/citizen-archivist/missions/revoluti...
        
         | jcoby wrote:
         | I had the exact same experience when I tried to contribute last
         | week. I had to jump between multiple sessions and browsers and
         | eventually managed to log in after about 30 minutes of trying.
         | There is no indication of what is going right or wrong. Once
         | you're in the UI changes very little as well so it's quite easy
         | to miss that you've managed to log in.
         | 
         | Once I was logged in I spent another 45 minutes trying to find
         | a document to transcribe. Every single one I found or was given
         | from a challenge had either already been transcribed or was a
         | typewritten document or manifest that the OCR had already done
         | an OK job with. I reviewed a few documents for accuracy, closed
         | the browser, and never went back.
         | 
         | It's a shame it's so hard to use. I really was hoping for
         | something I could pop open for 15-30 minutes a day as a break
         | from work and contribute to instead of doing a crossword or
         | watching a video.
        
       | poulpy123 wrote:
       | My brother in history, I can't even read mine
        
       | seletskiy wrote:
       | To tptacek and other guys who seem to have unwavering trust in
       | OCRs/LLMs, as well as to opposite party who think that technology
       | is not there yet -- you are all partially right, but somehow fail
       | to hear each other while also spending time on baseless arguing
       | instead of factual examples and attempts to find common truth.
       | 
       | Can it be used to greatly simplify efforts by getting through
       | boilerplate? -- Yes.
       | 
       | Should the result be reviewed and proof-read by human? -- Also
       | yes.
       | 
       | ---
       | 
       | Here subtle one:
       | https://catalog.archives.gov/id/34384201?objectPage=40
       | 
       | Here is (one of) transcripts made by `o1-pro`:
       | (2)            ...and I don't know whether it can be reset for a
       | date in December or not. Cornell seemed       anxious that it
       | should not come up too close to Christmas,       and of course
       | new suspicion [would be aroused?] [about?] him.       I will take
       | this up with the Judge as soon as I can get rid of the brief.
       | Meanwhile I would like to know whether there is anything else
       | in which I can be useful to you, since it behooves me       in
       | ways of uncomfortable relations with the present management.
       | Are you going East in December?       Has any word come from
       | Hagerman?       Were there any noteworthy developments at the
       | hearings       on the [Teapot?] trial?            I have no
       | inclination yet whether Wheeler will be wanted in
       | Washington, but the chances are that he will not.            With
       | regards to all the brethren and [flock?], I am            very
       | sincerely yours,       George A. H. Fraser
       | 
       | I'm not native english speaker, but even I can read where it is
       | wrong. I'll leave it to be an excercise for the reader to find
       | out mistakes, but it is certainly not a Teapot trial.
       | 
       | Somehow GPT-4o performs better on this example and fails only on
       | "New Mexican practise" part.
        
         | teddyh wrote:
         | A "Teapot trial" is not actually that farfetched: <https://en.w
         | ikipedia.org/w/index.php?title=Teapot_Dome_scand...>
        
         | wriggler wrote:
         | From https://www.handwritingocr.com - seemed to be more
         | accurate, mostly getting the New Mexican and possibly other
         | parts:
         | 
         | ---
         | 
         | and I don't know whether it can be reset for a date in December
         | or not. Cornell seemed anxious that it should not come off too
         | close to Christmas, and of course New Mexican practice would
         | support him. I will take this up with the Judge and with Hanna
         | the moment I can get rid of the brief. Meanwhile I would like
         | to know whether there is anything else in which I can be useful
         | to you, since it behooves me to be diligent in view of
         | uncomfortable relations with the present management.
         | 
         | Are you going East in December?
         | 
         | Has any word come from Hagerman?
         | 
         | Were there any noteworthy developments at the hearings on the
         | Tenorio tract?
         | 
         | I have no intimation yet whether I will be wanted in
         | Washington, but the chances are that I will not.
         | 
         | With regards to all the brethren and flock, Dan
         | 
         | Very sincerely yours, George H. H. Baser
        
           | dahart wrote:
           | Looks entirely accurate except for the end. It's interesting
           | it didn't catch "I am" or George's name correctly, given how
           | difficult some of the text is on this page.
           | 
           | Edit: Oh I see from another thread this OCR site is your
           | creation. Nice work!
        
         | dahart wrote:
         | Consider using the reply feature so that your comment appears
         | in context.
         | 
         | Also your link goes to the wrong page. Here's the right one:
         | https://catalog.archives.gov/id/34384201?objectPage=190
        
       | electricant wrote:
       | Today I learned that in the us children are not taught cursive
       | handwriting. This is rather absurd to me. How are they supposed
       | to write?
        
         | animal531 wrote:
         | In print? In general its faster to write and a lot easier to
         | read, also you save time by not having to learn two different
         | systems.
        
           | electricant wrote:
           | Let me disagree. IMHO cursive is faster than print once you
           | get the hang of it.
           | 
           | However my point is valid for print too I guess.
           | 
           | Regarding time saved and the fact that they are two different
           | systems, I don't get it. Time saved for what? They are not so
           | different, cursive is built on top of print, just optimized
           | for not lifting the pen from the paper too often (hence it is
           | supposedly faster to write).
        
             | dahart wrote:
             | > However my point is valid for print too I guess.
             | 
             | What do you mean? You asked how kids can write without
             | learning cursive, and print is the answer how. What is your
             | point about print?
             | 
             | Cursive might be faster for an experienced writer (though
             | Google tells me that claim is debatable), but it takes a
             | long time to get there. I learned cursive as a child, used
             | it for years, and it was never faster than printing, it was
             | much slower. When I say 'print', I use an in-between style
             | of half-cursive fast print that isn't cursive but a lot of
             | people use in practice, and it's much faster for me that
             | trying to write legible cursive.
             | 
             | However cursive is neither faster nor more legible to read,
             | as evidenced by this article and the pages that need
             | translating. If we're going to compare cursive and print,
             | the metric should be overall speed and accuracy of
             | communication, not how many milliseconds the pen-holder can
             | save while writing something nobody can read.
             | 
             | Today, it no longer matters. People type & text mostly, and
             | typing is _way_ faster than either cursive or print. The
             | number of situations that require handwriting continues to
             | decline. We don't use handwriting enough anymore to develop
             | cursive fluency and efficiency.
        
               | astura wrote:
               | >Cursive might be faster for an experienced writer
               | (though Google tells me that claim is debatable), but it
               | takes a long time to get there. I learned cursive as a
               | child, used it for years, and it was never faster than
               | printing, it was much slower.
               | 
               | Cursive probably made sense at a time when everyone was
               | writing with quill pens.
        
           | IshKebab wrote:
           | It's definitely not faster to write. That's kind of the whole
           | point. Also it's barely a "different" system. You just join
           | the letters together. In the UK it's called "joined-up
           | writing" and everyone learns it in primary school where there
           | is plenty of time for learning.
           | 
           | It is definitely easier to read print though - for a lot of
           | people's handwriting anyway. It's much easier to be lazy and
           | just do an illegible scrawl with joined-up writing than
           | print.
           | 
           | It varies a lot though; I had a PhD supervisor whose
           | handwriting was illegible to everyone - even himself! My
           | wife's handwriting on the other hand is practically a font.
           | 
           | Print is just so slow to write...
        
         | Havoc wrote:
         | It's pretty country specific & not just US.
         | 
         | German school: You have to write cursive with fountain pen
         | 
         | South African uni: You're not allowed to write cursive, we
         | can't read it
         | 
         | ...sigh...just decide ffs
        
         | lupire wrote:
         | You do realize that you are posting on a thread whose OP thesis
         | is that cursive is unreadable for most people.
        
         | kmoser wrote:
         | They could be forgiven for writing in print, but I wonder how
         | they will "sign" their signature, e.g. for legal documents.
         | Sure, they could print that, too, but it would be a departure
         | from the many generations before them that learned how to
         | "properly" sign their name. Are they embarrassed that they
         | don't know how to write their name as a traditional signature?
         | Do they care at all?
         | 
         | I realize many legal documents are "signed" via keyboard,
         | meaning you just need to type your name, but some things are
         | still done via pen and paper.
        
         | coffeefirst wrote:
         | I've heard in Europe the kids are taught script using fountain
         | pens, which are actually _faster_ when you don 't pick up a
         | pen.
         | 
         | In the US, 25+ years ago when cursive was taught, we were
         | largely using pencils and crappy bic pens. At which point, you
         | don't really get the benefit of staying in contact with the
         | paper for longer.
         | 
         | This _might_ be part of the disconnect.
        
       | euribates wrote:
       | Americans... consider reading handwriting a superpower?
       | 
       | This explains a lot
        
       | jll29 wrote:
       | Prompt:                 You are a paleologist specializing in
       | analysis of cursive handwriting; tell me what the following text
       | says: (pasting the picture).
       | 
       | Output:                 The following is the declaration of James
       | Lambert, a soldier of the Revolutionary War in North America.
       | The said James Lambert this day personally appeared in the
       | Probate Court of the County of Dearborn in the state of Indiana
       | and at the November Term of said court (1841), it being a court
       | for claims created by the laws of Indiana and makes oath that:
       | "On the 25th day of March 1842, he will be eighty-five years old;
       | that he was born in the state of Maryland; that he is now a
       | resident of said county and has been for the 27 years last past;
       | that he has lived in Virginia, Maryland, Pennsylvania ..."
        
         | nejsjsjsbsb wrote:
         | Might be in the training data:
         | 
         | https://www.google.com/url?sa=t&source=web&rct=j&opi=8997844...
        
       | ChrisMarshallNY wrote:
       | They should ask a medical school for help ;)
       | 
       | My family is Ivy-League, all the way, and has the worst goddamn
       | cursive writing I've ever seen. It can take me an hour to read a
       | Christmas card from my sister.
        
         | wkjagt wrote:
         | I've always wondered how pharmacists can read those
         | prescriptions. There must be some kind of course in university
         | that they followed.
        
           | ivanjermakov wrote:
           | I think with experience they know how each medicine is
           | usually written? It's often easier to listen/read when you
           | already know what it is about.
        
           | valiant55 wrote:
           | Not really a problem anymore, it's all been digitized at
           | least for the most part.
        
           | FireBeyond wrote:
           | A lot of it is understanding the abbreviations.
           | 
           | "2T BD IAF UF", 2 tablets, twice a day, immediately after
           | food until, finished"
        
       | kopirgan wrote:
       | Is that true?! US kids don't learn cursive? How do they write?!
        
         | thesagan wrote:
         | Those around me just write a lot more slowly, writing in print
         | (they don't connect the letters like in cursive, they can't
         | easily read my very-clean cursive either, which gives a feeling
         | that my cursive is a sort of superpower)
        
           | astura wrote:
           | I learned cursive in 2nd grade and was very strictly REQUIRED
           | to use it up until high school, where they stopped requiring
           | cursive.
           | 
           | 1) My cursive was always slower than print. I was happy to go
           | back to print so I could write fast. I went to school in the
           | "analog" era, so 100% of all assignments were hand written
           | and not typed.
           | 
           | 2) I noticed that literally only 1 person in my school stayed
           | with cursive when printing was an option. It was so unusual
           | it stuck out.
           | 
           | 3) I only know one person who writes cursive now in every day
           | life even though 100% of us learned it in school.
           | 
           | 4) That person is my dad and he writes in the style of these
           | documents. If you gave me one of these documents and told me
           | my dad wrote it, id believe you.
           | 
           | Which makes me think we all somehow were taught cursive wrong
           | or practiced it wrong. My cursive was never fast and never
           | looked like these documents.
           | 
           | Anyway, I found this, which summed up my feelings learning
           | cursive perfectly
           | 
           | https://nautil.us/cursive-handwriting-and-other-education-
           | my...
           | 
           | >Reading and literacy expert Randall Wallace, of Missouri
           | State University, says "it seems odd and perhaps distracting
           | that early readers, just getting used to decoding manuscript,
           | would be asked to learn another writing style."
           | 
           | I found it so frustrating that I just learned how to write
           | one way and then they tell me that's not the "proper" way to
           | write and we need to learn this other way to write.
        
             | kopirgan wrote:
             | Very interesting.. Frankly did not know most of what's said
             | in replies.. That it's not compulsorily taught and more
             | surprisingly it's slower to write!
             | 
             | I thought having to lift pen repeatedly would be slower?
             | Anyway I need to try to really know I guess! Versus the
             | time taken to add those extra links.
             | 
             | Like most others I've not written much in years perhaps
             | decades, that has screwed up my handwriting as even minor
             | notes are these days illegible even to me after a few days
             | 
             | Thanks for the replies.. Cleared a few misconceptions...
             | One of them being writing in blocks is somewhat 'childish'
             | and cursive is more literate.
             | 
             | Added later: read parts of the long article it's very
             | interesting.. Need to read it fully.
        
               | astura wrote:
               | >I thought having to lift pen repeatedly would be slower?
               | 
               | The extra strokes required for all those fucking loops
               | more than make up for having to pick up the pen.
               | 
               | Cursive probably made a lot of sense when people were
               | writing with quill pens, but in modern times each
               | individual has their own comfort level and preferences.
               | 
               | >Cleared a few misconceptions... One of them being
               | writing in blocks is somewhat 'childish' and cursive is
               | more literate.
               | 
               | I was taught exactly that when I was growing up, which is
               | why cursive was required for all school assignments pre
               | high school. I always thought it was bullshit though
               | because books aren't written in cursive and I only knew a
               | single adult that used cursive in their every day lives.
               | It seemed like a weird academic script.
               | 
               | I think a big reason I was so frustrated with being
               | forced to use cursive in school was because after I
               | learned to write in print and before I learned cursive I
               | wrote a LOT. Like I'd write stories almost every day. I
               | loved writing so much and then they gave me this new
               | script that I needed to use for writing that slowed me
               | down. It's like... Stop changing things on me.
               | 
               | I'm really glad cursive is no longer required in a lot of
               | places. My school years would have been so much better
               | without being forced to use cursive.
        
         | mikedelfino wrote:
         | I guess that using block letters, also known as print writing.
         | From Wikipedia: Elementary education in English-speaking
         | countries typically introduces children to the literacy of
         | handwriting using a method of block letters, which may later
         | advance to cursive. The policy of teaching cursive in American
         | elementary schools has varied over time, from strict
         | endorsement, to removal, to being reinstated.
        
         | celsoazevedo wrote:
         | Print/block letters. Random picture from the web:
         | https://i.imgur.com/4X1Mz11.jpeg
         | 
         | I grew up in Portugal, so a different education system, and
         | used cursive until I was 11 or 12. But I had terrible hand
         | writing and one day during class I decided to write text like
         | it was printed on books, computers, etc, and that's what I've
         | been doing since then. Still looks bad, but at least it's
         | readable :P
        
         | Daneel_ wrote:
         | I learnt it here in Australia in my early school years, and
         | hated it because it was both slower to write and more difficult
         | to read. I switched back to standard writing as soon as I was
         | allowed.
        
           | kopirgan wrote:
           | Unless it's really badly written, like mine is these days, I
           | can read cursive quite comfortably. Guess it's a matter of
           | habit.
        
         | mkoubaa wrote:
         | I learned cursive in elementary school in the US. But I went to
         | a private Islamic school
        
         | awithrow wrote:
         | I'm in the US and learned it in school. I just never really
         | needed to use it consistently. Assignments and papers that were
         | still handwritten could be done either way. Cursive never felt
         | noticeably faster for me to write. I'm sure it would have had I
         | been forced to do it. By the time I was in high school (1999),
         | i remember typing most long form assignments. Now the only time
         | I ever read cursive is on letters from my mom and her cursive
         | is not particularly neat or clean.
        
           | astura wrote:
           | >Cursive never felt noticeably faster for me to write. I'm
           | sure it would have had I been forced to do it.
           | 
           | I was forced to use cursive and it was still slower than
           | print.
        
             | Aloisius wrote:
             | I'm not sure why cursive would be faster given the
             | letterforms require a lot more travel.
             | 
             | Maybe it would be when writing with a quill where splatter
             | and breakage were a concern, but surely not with a
             | ballpoint pen.
        
       | SCPlayz7000 wrote:
       | This is cool.
        
       | epgui wrote:
       | An army of pharmacists ought to do the trick!
        
         | Adachi91 wrote:
         | A dying bread of them, perhaps before they retire.
         | 
         | I haven't seen a prescription pad in a decade, it's all
         | electronic now in my part of the southern US, my current
         | pharmacist is so young I don't know if they would even be able
         | to read some of my previous providers writing.
        
       | gdubs wrote:
       | FWIW since so many people here seem set on the idea that cursive
       | is archaic / useless today, Montessori schools still teach
       | cursive before print because the flowing letters are easier for
       | kids and more similar to drawing, and all the exercises they do
       | around letter tracing.
       | 
       | The result is that kids in Montessori learn to read faster and
       | earlier. (They're usually writing in cursive _first_ , which
       | gives them a foundation of the letters and their phonetic sounds,
       | before they begin reading exercises in earnest.)
        
         | ternnoburn wrote:
         | Kids with dysgraphia sometimes can successfully write in
         | cursive and cannot write in block letters. I don't know where I
         | fall on how hard it should be taught, generally, but it's
         | clearly very helpful to some kids.
        
           | nosioptar wrote:
           | I'm the opposite. Dysgraphia rarely impacts my print writing,
           | my cursive is an absolute mess of cludged up letters that are
           | completely indecipherable.
        
       | MarkusWandel wrote:
       | Curious, how hard is the sample in the article meant to be? I
       | grew up (in the 1970s) in a world in which cursive still ruled.
       | But the variant that we were taught in school was already
       | considerably evolved from the one used by my grandparents, and
       | those were modern compared to the archaic German script (
       | https://en.wikipedia.org/wiki/S%C3%BCtterlin ) so I've never
       | thought of myself as good at reading cursive. And of course
       | haven't written (or read) much of it in the decades since.
       | 
       | It took about one minute to decipher the first sentence in the
       | sample. Is that considered good these days?
        
         | t1amat wrote:
         | For me, the first sentence was almost immediately readable, I
         | just had to slow down a bit to decipher the name
        
         | ggddv wrote:
         | I've found much of the "reading" of cursive of my teachers was
         | just basically snobbery. If it's illegible but curly, well I
         | just read it wrong! Illegible but straight, you makes it wrong!
        
         | TheRealPomax wrote:
         | They're not "meant to be hard", they're just normal texts. The
         | question is literally "can you read this?" because if you can:
         | "Cool! Want to help transcribe it because the constraining
         | factor when it comes to digitizing cursive is literally how
         | many humans we can get to help out".
        
         | cvoss wrote:
         | Someone with practice at reading old cursive would likely be
         | able to read a sample such as this one at least at a pace
         | suitable for reading aloud. An expert, of course, could do it
         | as fast as if it were their "native" script.
         | 
         | Here is an example of a non-expert compared to an expert
         | reading aloud [0].
         | 
         | I learned cursive in school in the early 2000s, but I could
         | never read my grandmother's handwriting. Whenever she mailed me
         | a card, I would have to have my mom read it to me.
         | 
         | [0] https://www.youtube.com/watch?v=cRhDClIs8XE&t=165
        
       | peter_retief wrote:
       | How does one actually sign up?
        
         | kmoser wrote:
         | From https://www.archives.gov/citizen-archivist/register-and-
         | get-...:
         | 
         | > Citizen Archivists must register for a free user account in
         | order to contribute to the National Archives Catalog. Begin the
         | registration process by clicking on the Log in / Sign Up button
         | found in the upper right hand corner of the Catalog.
         | 
         | Catalog: https://catalog.archives.gov/
        
       | jedberg wrote:
       | They should hire a bunch of teachers to do this over the summer!
       | Every teacher I know is an expert at reading terrible
       | handwriting.
        
       | anonymous_379 wrote:
       | Why did people use to write like this?
        
         | slater wrote:
         | It's faster than writing out individual letters.
        
       | madmask wrote:
       | I still write like that
        
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