OpenAI groups related papers into a “family”. OpenAI’s catalogue describes this one:
Proves that Catalan’s constant \(G=\sum_{j\ge0}(-1)^j/(2j+1)^2\) is irrational. (OpenAI’s Lean note)
Lean is a language for mathematical statements and proofs that a computer can verify. The assessments below ask whether those statements express the result OpenAI describes here.
Both independent assessments find that the Lean statements express or imply the whole result described above.Read the assessments
Possible match to OpenAI’s description, selected from the papers’ main statements because it shares the most wording. No review confirming the selection is recorded.
Catalan’s constant is irrational.
Reported proof verification
One Lean statement in the release; one independent group reports that Comparator accepted a run for this file at the version shown here.
We prove that Catalan’s constant \(G=\sum_{j\geq0}(-1)^j/(2j+1)^2\) is irrational.
One Lean statement in this family
Lean is a language for mathematical statements and proofs that a computer can verify. The Lean statement below is shown beside its possible paper counterpart, with the reason they were linked.
For a configured theorem, the Comparator program tests whether OpenAI’s separate proof proves the exact Lean statement using only the allowed axioms. Some statement files instead configure definitions for comparison by name and type. Acceptance does not establish that a formal statement means the same thing as the paper’s theorem.
This file states the theorem with sorry, a placeholder, in place of its proof. OpenAI supplies a separate proof file. Comparator tests whether that proof proves the statement here.
Independent comparisons and proof-verification reports
Does the Lean express the advertised result?
MathVet and cert-machine agree on how much of the advertised result the Lean statements express.
MathVet and Carlos Toledo’s cert-machine independently assessed whether this family’s Lean statements express the whole result OpenAI describes in its catalogue. These are assessments of the family as a whole, not of each paper theorem separately.
MathVet finds that the Lean statements express or imply the whole advertised result (their term: “full”).
Their note:None; statement is the headline verbatim with Mathlib Irrational/tsum.
“full”, in their words: The challenge statements imply the headline claim after unpacking definitions or one routine step.
Their method: An independent, model-assisted, pre-referee reading of each family’s challenge statements against its headline claim under a published rubric (PROTOCOL.md), with its own Comparator runs per challenge.
The formalization proves that Catalan’s constant $G=\sum_{j=0}^{\infty}(-1)^j/(2j+1)^2$ is irrational. This is the mathematical assertion in the paper’s title.
AI-drafted comparisons, with no recorded human review
Irrationality of Catalan’s constantCatalan
Unreviewed AI draft: states a paper’s theorem as the paper does. States the paper’s main theorem, the irrationality of Catalan’s constant.
Who ran the proof-verification program?
These groups report running Comparator with the release’s Lean statement files. For a configured theorem, it verifies OpenAI’s separate proof against the exact statement; some files instead configure definitions for comparison by name and type. Each row is the named group’s report. Atlas has not repeated the runs.
These reports do not list the software versions, proof-verification programs, axioms, time or memory in separate fields. Any such details in a report’s prose are reproduced below.
Irrationality of Catalan’s constantCatalan
Two reports, all at the release’s recorded version.
Reported by
Their word
Their account
Date
Original report
cert-machine
“REFUSED”
Re-run through Comparator did not reach a verdict (the job ended (failure) in the step "comparator, Lean’s kernel and nanoda" without uploading a result: the runner terminated it (GitHub: Process completed with exit code 143.)).
Other people’s accounts of running proof-verification software, with links to their reports.
Chokmah LLC, chokmah-me/fragile-proof-audit: replay audits including receipts for families 237 and 005, 9 October 2026. Source
Same receipt for the Catalan irrationality family.
Robert Joseph George, Do the Lean statements in openai/math match their papers?, 7 October 2026. Source
The review reports that Comparator accepted OpenAI’s solution for this challenge, run end to end on Lean 4.34.1 with the default kernel and only the three standard axioms.
Other proofs and exact calculations
These reports examine claims in the papers using exact calculations for finite claims, independently of the release’s Lean proofs. Read each report for the exact claim it covers.
“CERTIFIED” Exact code written independently from the paper confirms that the published object has the claimed property.
What it covers
“a finite component: the three finite components of the proof and their comparison, not the headline. (1) the real-place certificate — for the published trial sequences, the right side of eq:energy-dual is <= -2.290939875 (kappa=2) and -2.296789875 (kappa=1), with every stationary point of the two barrier functions isolated and every printed bracket, variation count and candidate value recomputed; (2) the three fixed 48x48 matrices B0, B0+B1, B0-B1 are invertible (exact determinants over Q, the mod-101 pivot table, the base matrix built two ways); (3) the finite-place constant -8609/4608 - (2809/4608) log 2 > -2.29084 (the loss function and its area 8609/2 from the counting formulas, 505/4608); (4) the strict comparison upper < lower. The analytic framework that makes these imply irrationality is not decided.”
Reports of errors and corrections from outside readers, as they state them. The atlas has not judged them.
Piotr Hajlasz, OpenAI Mathematics Preprints: Searchable Catalogue, 9 October 2026. Source
A reader of the catalogue thread notes that OpenAI’s formalisation catalogue does not list the Catalan paper although a formalisation exists; at the pinned commit the YAML file indeed omits it while a Comparator challenge and a scope page are present.
What these papers cite in the release, and what cites them
These links come from the papers’ bibliographies. A citation records that one paper cites another; how each cited result is used has not been examined here.
Papers elsewhere in the release that this family’s papers cite
This family’s papers cite no paper elsewhere in the release.
Papers elsewhere in the release that cite this family’s papers
No paper elsewhere in the release cites this family’s papers.
Follow-up work by others
Hexagon, Hexagon: a repository for research in the mathematical sciences and theoretical computer science, 10 October 2026. Source
hexagon:2610.00187v1 (Sean Litsey, produced by Claude Opus 5.5) bounds the irrationality exponent of Catalan’s constant by 61,300, building on OpenAI’s proof and extending its Lean formalisation.
References outside the release
Each paper’s outside references are listed with it on its reading page, where each citation is placed. Every outside work cited in the release: References outside the release
Explain a result, compare statements or propose a correction
Atlas has no contributed explanation for this family yet. You can offer one with a GitHub account. You receive named credit and disclose any AI assistance.
Each button opens a GitHub form with this page and its source version filled in. Opening the form does not reserve the work.
Commentary on this family by others, dated and credited. It is commentary, not a finding.
An unsigned public tier list, the OpenAI Math Tier List, classes it as a proof and rates its significance, if it holds up, as “Career-defining publication”. The page says that nothing on it is verified.
Moritz Firsching, anxkhn, Paul Lezeau, Formal Conjectures: mark problems solved in the OpenAI math release and link formal proofs, 11 October 2026. Source
A Formal Conjectures maintainer, after source inspection, links the irrationality of Catalan’s constant.
Frank Calegari, A Brief Digest of Some New OpenAI Results, 8 October 2026. Source
The Catalan’s constant paper makes unmotivated optimisations and cites two crank papers; SLMath will hold an irrationality conference in January.
Questions awaiting review
Each item identifies a statement, definition or report that needs further review. Its link opens a GitHub form with the source version already recorded.
Read the Lean statement against the paper
An AI agent drafted an assessment of which part of the paper this Lean statement expresses. No named human review is recorded.Open the form
Identify the theorem the catalogue describes
Family 005The theorem shown was selected from shared wording with OpenAI’s description. Atlas records no review confirming that it is the theorem the description means.Open the form
Compare the proposed paper and Lean matches
Family 005Atlas records no review of whether each linked Lean statement and paper theorem mean the same thing.Open the form
Why this passage is shown
Theorem 1.1
In Catalan’s constant is irrational, 24 September 2026
How it was found
Its words were compared with the words of OpenAI’s catalogue description.
Words they share
catalan, constant, irrational
Review
Atlas records no review confirming that this is the theorem OpenAI’s description refers to.
The challenge statements imply the headline claim after unpacking definitions or one routine step.
Their method
An independent, model-assisted, pre-referee reading of each family’s challenge statements against its headline claim under a published rubric (PROTOCOL.md), with its own Comparator runs per challenge. Its protocol describes a planned error-rate study; this import does not establish that the study has been completed.
The challenge statements state the headline as OpenAI wrote it.
Their method
Every Comparator challenge re-run on Linux with nanoda switched on, decided by a preregistered rule; every family’s challenge statements read against OpenAI’s headline, clause by clause. Decider: Comparator (leanprover/comparator d03acab1 = tag v4.34.0, built with the release’s toolchain v4.34.1), lean4export 076e8e57, landrun 811cfff5, nanoda_lib 3a240721 — on GitHub’s Linux runners…
Re-run through Comparator did not reach a verdict (the job ended (failure) in the step "comparator, Lean’s kernel and nanoda" without uploading a result: the runner terminated it (GitHub: Process completed with exit code 143.)).
Date
10 October 2026
Version
at the release’s recorded version
Their method
Every Comparator challenge re-run on Linux with nanoda switched on, decided by a preregistered rule.
An independent, model-assisted, pre-referee reading of each family’s challenge statements against its headline claim under a published rubric (PROTOCOL.md), with its own Comparator runs per challenge.
Exact calculations for finite claims, cert-machine
Their verdict
“CERTIFIED”
Claim tested or proved
Exact code written independently from the paper confirms that the published object has the claimed property.
What it covers
“a finite component: the three finite components of the proof and their comparison, not the headline. (1) the real-place certificate — for the published trial sequences, the right side of eq:energy-dual is <= -2.290939875 (kappa=2) and -2.296789875 (kappa=1), with every stationary point of the two barrier functions isolated and every printed bracket, variation count and candidate value recomputed; (2) the three fixed 48x48 matrices B0, B0+B1, B0-B1 are invertible (exact determinants over Q, the mod-101 pivot table, the base matrix built two ways); (3) the finite-place constant -8609/4608 - (2809/4608) log 2 > -2.29084 (the loss function and its area 8609/2 from the counting formulas, 505/4608); (4) the strict comparison upper < lower. The analytic framework that makes these imply irrationality is not decided.”