1,397 karma · joined January 11, 2015
I'm a mathematician and software developer. Now I work with libraries (as in books, not as in software --- though I do software for the libraries) in many varied ways.
Also, do you have preferred OCR models in your experience? I've had some success with dots.OCR, but I'm only beginning to need to work with OCR.
Interestingly, one of my biggest problems with Gmail is that they don't allow actual plaintext. I used to routinely collaborate with developers who were vision-impaired, and the official Gmail phone app wouldn't let me send them plaintext email. Instead, it was some sort of HTML thing. Unfortunately, we sometimes sent code snippets to each other over email, and though admittedly it looked more or less fine, Gmail changed the underlying representation enough that my collaborators' screen readers would mess up on the parsing.
This led to me leaving Gmail on my phone, which led ultimately to me leaving Gmail entirely.
Most search will totally fail, because this is made of math symbols. Embedding-based search will give various related things involving, say, integrals and Bessel functions. But then I end up opening Gradshteyn and Ryzhik and trying to find where in this book the relevant terrible integrals appear.
This is a common experience for analytic number theorists. And it's a lousy experience.
I quote the conclusion of the survey:
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In conclusion, rapid advancements in artificial intelligence, particularly large language models like OpenAI-o1 and DeepSeek-R1, have demonstrated substantial potential in areas such as logical reasoning and experimental coding. These developments have sparked increasing interest in applying AI to scientific research. However, despite the growing potential of AI in this domain, there is a lack of comprehensive surveys that consolidate current knowledge, hindering further progress. This paper addresses this gap by providing a detailed survey and unified framework for AI4Research. Our contributions include a systematic taxonomy for classifying AI4Research tasks, identification of key research gaps and future directions, and a compilation of open-source resources to support the community. We believe this work will enhance our understanding of AI’s role in research and serve as a catalyst for future advancements in the field.
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I jumped at this because I'm a mathematician who has been complaining about the lack of effective mathematical search for several years.
Thank you for the tip.
Ecosia doesn't emphasize recent events, news, or posts in search results as much as I'm used to --- but I haven't decided if this is good or bad.
It's not so bad that I've changed. But I do sometimes use a better search engine when I want better results.
I wrote about making this at https://davidlowryduda.com/mathshare/. I was trying out the LLM interaction that made it near the top of HN recently, and it worked very well.
So instead, at some point I change the language entirely and write a utility in python/lua/c/whatever other language I want.
As time goes on, my limit for "sufficient complexity" to justify leaving bash and using something like python has dropped radically. Now I follow the rule that as soon as I do something "nontrivial", it should be in a scripting language.
As a side-effect, my bash scripting skills are worse than they once were. And now the scope of what I consider "trivial" is shrinking!
I remember thinking that if any of the super answerers really wanted, they could have tried to sue for illegally making their answers available under a different license. But I thought that without any damages, this probably wasn't likely to succeed.
But now I wonder whether making all content available to AI scrapers and OpenAI in particular might be enough to actually base a case. As far as I can tell, StackOverflow continued being duplicitous with what license applies to what content for half of the year 2018 and the first few months of the year 2019. Their current licensing suggests CC-BY-SA 3.0 for things before May 5 2018, and CC-BY-SA 4.0 for things after. Sometime in early 2019 (if memory serves, it was after the meta post I link to), they made users login again and accept a new license agreement for relicensing content. But those middle months are murky.
I should emphasize that I know nothing.
Could you say more?
On the one hand, it's probably true that more people can read a digital book. Ob the other hand, I have read fewer than 20 pages of a bunch of ebooks - enough to see if I might like them.
Do these count as checkouts? Am I a very expensive library user?
(And I also am happy to have several ebooks that I'll read sometime, casually renewing them until I get to them).