/AI11h ago

Brute Force Of All Papers Exposes Flaws In AI Submissions

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Original post
Max Spero@max_spero_

Consider the 8 page conference paper. Perhaps the LaTex for the paper is 100,000 ASCII characters (a character set of 128).

I could brute force the entire space of conference papers, there are only 128^100,000 possible conference papers of this length.

So let’s just create them all. By Tobias’s “monkey dart” standard, there are almost certainly several brilliant papers in here. All of which should absolutely get published. But finding it ourselves is a lot of work. Maybe we just submit them all and let peer review decide what is actually publishable?

Congratulations, we re-derived why it’s not helpful when people spray and pray AI generated paper submissions.

10:34 PM · Jun 5, 2026 · 39.8K Views
Sentiment

Positive users propose AI reviewers as a better way to manage AI-generated paper submissions, while negative users dismiss the issue as moot or note that auto-rejection fails to catch subtle flaws.

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50.0%
Neg
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8 comments with sentiment.
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VIEWS883LIKES13
Azad@AbhishekAzad77

@max_spero_

10hViews 883Likes 13
BOOKMARKS1
Mike Holderness@HoldernessEU

@max_spero_ See

https://en.wikipedia.org/wiki/The_Library_of_Babel

5hViews 180Likes 2Bookmarks 1
RETWEETS1
Arkadiy Saakyan@rkdsaakyan

Nothing more soul-crushing than having to review a nonsensical paper clearly written by AI / in the state of AI psychosis

Max Spero@max_spero_

Consider the 8 page conference paper. Perhaps the LaTex for the paper is 100,000 ASCII characters (a character set of 128).

I could brute force the entire space of conference papers, there are only 128^100,000 possible conference papers of this length.

So let’s just create them all. By Tobias’s “monkey dart” standard, there are almost certainly several brilliant papers in here. All of which should absolutely get published. But finding it ourselves is a lot of work. Maybe we just submit them all and let peer review decide what is actually publishable?

Congratulations, we re-derived why it’s not helpful when people spray and pray AI generated paper submissions.

4hViews 191Likes 3Bookmarks 0
REPLIES2

@max_spero_ But it's just as easy to desk reject those papers as it is to generate them. It's moot. Just noise.

6hViews 700
umisef@umisef

@max_spero_ Much as I agree with the sentiment, the casual use of the word “only” to refer to 2^700,000, i.e. a number with roughly 210,000 digits, is breathtaking :)

(Of course, an *extremely* large fraction of those won’t be valid LaTeX, but still…)

8hViews 671Likes 8

Your argument assumes that the peer-review system is the sole and necessary filter is a assumption needs to be proven. In a free market of ideas, mediocre papers die silently no one cites them, no one builds upon them, and they have no real-world impact. A truly brilliant paper will make its mark regardless of the spam noise surrounding it.

10hViews 572Likes 4
std::fahru@fahrudotme

@max_spero_ @pangram, is this AI?

11hViews 489Likes 3
Ben (no treats)@andersonbcdefg

@max_spero_ @pangram am i gay

10hViews 445Likes 6
Pangram@pangram

@fahrudotme @max_spero_ We believe that this document is fully human-written

https://www.pangram.com/history/c466688c-3ffe-4010-b207-1701e2eb6fb2

11hViews 79Likes 3
Kiloton Chinchilla@PaulBunyan1976

@Japple @max_spero_ "just as easy" is a little optimistic, unless you mean by blocking your email address and banning you from the conference

4hViews 30Likes 5
Paul F. Dietz@PaulFDietz

@max_spero_ I want to see AI-generated patent disclosures. Don't actually file them, just put them up for public download. Billions and billions of them, to be treated as prior art land mines to invalidate future patents.

5hViews 478Likes 2
Cesare G. Ardito@CesareGArdito

@max_spero_ An AI reviewer would be a better and less damaging approach than pretending you can detect which ones have been written by AI.

7hViews 364Likes 2

@max_spero_ Also The peer-review system was broken decades before artificial intelligence. More than 5 million papers are published annually, and millions of them go uncited.

10hViews 72Likes 2
Oleg kAI@oleg_kai

@max_spero_ buried beat is brute-force paper gen hits peer-review attention not generation cost. reviewer cycles dont scale linearly. AI floods accelerate peer-review demise as credentialing. credentialing migrates to compute-attested provenance.

5hViews 74
astronautbasics@astronautbasics

@max_spero_ inaugurating the era of ruthless individual eval

patton-style war on complexity

reincarnation all over again

4hViews 49
Martin Mo@MartinMoment

@max_spero_ You couldn't brute force, so no information beyond.

5hViews 49
rachel@chaotictransfem

@AaronBergman18 @max_spero_ yeah but you’re still saturating the space. if ai review becomes that good then at that point ai is just helping explore concepts. then you can just write normal papers yourself on those discoveries lol

10hViews 14Likes 1
std::fahru@fahrudotme

@pangram Thanks twin

10hViews 38
osmarks@osmarks1

@AaronBergman18 @max_spero_ @chaotictransfem I don't think I would trust the AI reviewers' biases. But I wouldn't trust human reviewers' biases, so God is dead.

10hViews 17
Daniel Parker@DanielParker_13

@max_spero_ This merely demonstrates that paper generation is not the bottleneck. Human peer review is insufficient to filter the huge quantity of AI generated papers, sure, but a sufficiently robust AI filter might be able to do so.

2hViews 1
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