Short··0:21·Combinatorics

Ramsey Numbers r(s,t): OpenAI Claims the Sharp Log Exponent

Short · 0:21 · 12 October 2026Watch on YouTube →

Watch on YouTubeAbout the problem →

About this video

The Ramsey number r(s,t) is the fewest dots that force either s mutual friends or t mutual strangers, however the links are drawn. Since 1980 it has been known that r(s,t) grows at most like t^(s-1)/(log t)^(s-2), but the best lower bounds sat far below. OpenAI claims that for every fixed s ≥ 5, r(s,t) = t^(s-1)/(log t)^(s-2+o(1)), pinning down the logarithmic exponent and matching the classical upper bound at that scale; these are OpenAI's preprints, not yet peer reviewed.

Papers (OpenAI, catalogue result 170):
- The sharp logarithmic exponent of r(5,t): github.com/openai/math/blob/main/preprints/The-Sharp-Logarith…
- Sharp logarithmic exponents for fixed off-diagonal Ramsey numbers: github.com/openai/math/blob/main/preprints/Sharp-Logarithmic-…

The animation illustrates the result; it is not a proof.

Gradient Damage: mathematics you can see, equations you can hear.
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Every result explained: gradientdamage.com/p/170

About the problem

Combinatorics·OpenAI Math·Result 170

Sharp logarithmic exponents for off-diagonal Ramsey numbers

For every fixed integer s ≥ 5, proves r(s,t)=ts-1/(log t)s-2+o(1) as t → ∞, determining the logarithmic exponent and matching the classical upper bound at that scale. Here r(s,t) is the least number of vertices forcing an s-clique or a t-vertex independent set. (Lean)

OpenAI, in its public catalogue of maths results · preprint, not peer reviewed

The papers and the claim →

Topics

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