That worries me a bit. ArXiv was and is great and so useful to humanity, giving access to otherwise closed knowledge, hold by publishers cartel, that I would not like to see it is turning into a "non-profit" of OpenAI kind...
ArXiv is a good complement to the modern peer review, IMO. As long as someone "vouches" for you, and you adhere to its minimal standards, you're able to post a paper. Other readers can decide whether the paper is worth their attention, and whether the presented ideas or results are valuable.
It's also good that it doesn't gatekeep with the paywalls that you can pretty much only afford by affiliating yourself with a toll-paying institution.
Obviously, there are plenty of flaws with this system:
1. If you're associated with a brand (e.g., Google, MIT) or have a recognizable co-author (e.g., Yann LeCun), you'll get attention and citations no matter what.
2. "Vouching" can also just mean accepting someone's email request without ever having met or known them.
3. It puts the effort on the readers to decide whether each paper is valuable, and particularly scientifically valuable, for which most readers will be unequipped.
4. "Minimal standards" can be gamed by AI-generated submissions.
I'd love to see a synthesis of arXiv, open-access publishing and artifact reviews, like the following:
- Have a number of reviewers on retainer, or design a reward system similar to bug bounties. The reward mechanism probably shouldn't be based on money or allow a winner-takes-all strategy.
- Have a number of badges with respect to the quality and value of the paper. For example: validated by peers (i.e., reviewed by at least 3 peers with minimum borderline accept consensus), valuable (i.e., reviewed by at least 5 peers with a valuable indicator), etc.
- Allow vouched comments on the platform, and moderate for self-promotion, toxicity, etc. Obviously a big ask.
- Improve the "vouching" system, or add badges like "vouched by X people" or "vouched by established scientist".
Hope their new organization will implement some of these improvements.
I always struggle to figure out what role arXiv should play in my information diet. On the one hand I support Open Access research. On the other hand, peer review is vital, and a substantial quantity of “papers” on arXiv are just blog posts in a LaTeX trench coat.
For academia people who care about publication, arxiv is more like a place to claim a spot before others do and before a paper gets accepted somewhere. It's also easier to get open-access publications from arxiv, as some journals are still behind paywalls.
This is exactly the play book that messed up scientific communication last time. Journals and research societies run by researchers and their institutions was spun off, sold, and made independent which in turn made it possible for a few publishers to gobble up everything.
Thought-provoking closing paragraph from the linked Cornel Chronicle article about the transition:
“It’s now difficult to prepare for the world three months from now if the median LLM-produced computer science paper is better than that produced by the median grad student.”
16 comments
[ 4.5 ms ] story [ 37.5 ms ] thread“ArXiv declares independence from Cornell” (science.org)
811 points | 3 months ago | 291 comments
It's also good that it doesn't gatekeep with the paywalls that you can pretty much only afford by affiliating yourself with a toll-paying institution.
Obviously, there are plenty of flaws with this system:
1. If you're associated with a brand (e.g., Google, MIT) or have a recognizable co-author (e.g., Yann LeCun), you'll get attention and citations no matter what.
2. "Vouching" can also just mean accepting someone's email request without ever having met or known them.
3. It puts the effort on the readers to decide whether each paper is valuable, and particularly scientifically valuable, for which most readers will be unequipped.
4. "Minimal standards" can be gamed by AI-generated submissions.
I'd love to see a synthesis of arXiv, open-access publishing and artifact reviews, like the following:
- Have a number of reviewers on retainer, or design a reward system similar to bug bounties. The reward mechanism probably shouldn't be based on money or allow a winner-takes-all strategy.
- Have a number of badges with respect to the quality and value of the paper. For example: validated by peers (i.e., reviewed by at least 3 peers with minimum borderline accept consensus), valuable (i.e., reviewed by at least 5 peers with a valuable indicator), etc.
- Allow vouched comments on the platform, and moderate for self-promotion, toxicity, etc. Obviously a big ask.
- Improve the "vouching" system, or add badges like "vouched by X people" or "vouched by established scientist".
Hope their new organization will implement some of these improvements.
“It’s now difficult to prepare for the world three months from now if the median LLM-produced computer science paper is better than that produced by the median grad student.”
https://news.cornell.edu/stories/2026/06/digital-research-re...
IOW, it's hard to hire the software engineers at the University payscale.