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Ordinary two-point correlations and the corrected Elliott conjecture

OpenAI groups related papers into a “family”. OpenAI’s catalogue describes this one:

Proves the ordinary two-point Chowla conjecture, with a bound \(O(X/(\log X)^c)\) for Liouville correlation sums along fixed nonproportional affine forms, where c > 0 is absolute. More generally, proves the binary corrected Elliott conjecture for complex multiplicative functions bounded by one when one factor is uniformly nonpretentious against each fixed Dirichlet character times \(n^{it}\) for \(|t|\le X\). (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

What the papers state

Theorem 1.1 (A logarithmic saving for affine Liouville correlations)

In Ordinary two-point correlations of multiplicative functions, 24 September 2026

Possible match to OpenAI’s description, selected from shared wording. No review confirming the selection is recorded.

There is an absolute constant c>0 such that, for every fixed choice of integers a_1,a_2\ge1 and b_1,b_2\ge0 with a_1b_2-a_2b_1\ne0, there is a constant C_{a_1,a_2,b_1,b_2} for which

\left|\sum_{1\le n\le X} \lambda(a_1n+b_1)\lambda(a_2n+b_2)\right| \le C_{a_1,a_2,b_1,b_2}\frac{X}{(\log X)^c} \qquad(X\ge3).

The cutoff X may be any real number. No coprimality condition is imposed on the coefficients.

Theorem 1.2 (Binary corrected Elliott)

In Ordinary two-point correlations of multiplicative functions, 24 September 2026

Possible match to OpenAI’s description, selected from shared wording. No review confirming the selection is recorded.

Let f_1,f_2:\N\to\mathbb D be multiplicative, and suppose that at least one satisfies (1.2). For every fixed pair of distinct nonnegative integers h_1,h_2,

\frac1N\sum_{n=1}^N f_1(n+h_1)f_2(n+h_2)\longrightarrow0 \qquad(N\longrightarrow\infty,\ N\in\N).

Corollary 1.3 (Affine correlations)

In Ordinary two-point correlations of multiplicative functions, 24 September 2026

Possible match to OpenAI’s description, selected from shared wording. No review confirming the selection is recorded.

Let f_1,f_2:\N\to\mathbb D be multiplicative, with at least one satisfying (1.2). For all fixed integers a_1,a_2\ge1 and b_1,b_2\ge0 with a_1b_2-a_2b_1\ne0,

\frac1N\sum_{n=1}^N f_1(a_1n+b_1)f_2(a_2n+b_2) \longrightarrow0.

No Lean statement in the release is paired with this theorem.

The release does not say which paper theorem its catalogue describes. The statements above share the most wording with the description; the atlas has not reviewed that choice. Identifying it is listed under Questions awaiting review.

Reported proof verification
Two Lean statements in the release; independent groups report that Comparator accepted runs for all these files at the version shown here.

Papers

Each paper opens as a reading page in the browser, with the PDF beside it. The statements each paper opens with are on its reading page.

Ordinary two-point correlations of multiplicative functions

24 September 2026, current edition.

Read it herePDF

We prove the ordinary two-point Chowla conjecture. For every fixed pair of nonproportional affine forms, the Liouville correlation has a power-of-logarithm saving at every cutoff, with an absolute exponent. We also prove the binary corrected Elliott conjecture for ordinary averages of complex multiplicative functions of modulus at most one, under uniform nonpretentiousness of at least one original factor. This qualitative conclusion holds in fixed residue classes and for fixed nonproportional affine forms.

OpenAI released an abridged summary of the model’s reasoning for this family: Ordinary two-point correlations of multiplicative functions

Two Lean statements in this family

Choose one to see it beside the paper theorem it is paired with.

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.

OrdinaryElliott

The paper states

The words they share: elliott, binary, corrected, multiplicative, integers, one, least.

Possible Lean counterpart

Selected from shared wording. No review of whether the statements mean the same thing is recorded.

Ordinary Elliott cancellation under uniform nonpretentiousness

OrdinaryElliott.lean, the release lists it as a supporting statement.

theorem binary_corrected_elliott    (f₁ f₂ : ℕ → ℂ) (hf₁ : OneBounded f₁) (hf₂ : OneBounded f₂)    (hm₁ : Multiplicative f₁) (hm₂ : Multiplicative f₂)    (hNP : UniformlyNonpretentious f₁ ∨ UniformlyNonpretentious f₂)    (h₁ h₂ : ℕ) (hne : h₁ ≠ h₂) :    Tendsto (shiftAverage f₁ f₂ h₁ h₂) atTop (nhds 0) := by  sorry

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.

two independent groups report that Comparator accepted runs for this Lean statement file: cert-machine; MathVet. Who ran the proof-verification program

  • cert-machine records it as “CERTIFIED”.
  • MathVet records it as “comparator-sandboxed-pass”.

Read the complete Lean statement

OrdinaryTwoPointCorrelations

The paper states

Theorem 1.1 (A logarithmic saving for affine Liouville correlations)

In Ordinary two-point correlations of multiplicative functions, 24 September 2026

There is an absolute constant c>0 such that, for every fixed choice of integers a_1,a_2\ge1 and b_1,b_2\ge0 with a_1b_2-a_2b_1\ne0, there is a constant C_{a_1,a_2,b_1,b_2} for which

\left|\sum_{1\le n\le X} \lambda(a_1n+b_1)\lambda(a_2n+b_2)\right| \le C_{a_1,a_2,b_1,b_2}\frac{X}{(\log X)^c} \qquad(X\ge3).

The cutoff X may be any real number. No coprimality condition is imposed on the coefficients.

The words they share: absolute, affine, constant, correlations, fixed, liouville, logarithmic, saving.

Possible Lean counterpart

Selected from shared wording. No review of whether the statements mean the same thing is recorded.

Ordinary Liouville and multiplicative two-point correlations

OrdinaryTwoPointCorrelations.lean, the release lists it as a supporting statement.

theorem liouville_log_saving :    ∃ c : ℝ, 0 < c ∧ ∀ a₁ a₂ b₁ b₂ : ℕ,      0 < a₁ → 0 < a₂ → a₁ * b₂ ≠ a₂ * b₁ →      ∃ C : ℝ, 0 < C ∧ ∀ X : ℝ, 3 ≤ X →        ‖affineSum liouville liouville a₁ a₂ b₁ b₂ ⌊X⌋₊‖ ≤          C * X / Real.rpow (Real.log X) c := by  sorry

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.

The file states two more theorems: binary_corrected_elliott, affine_corrected_elliott.

One independent group reports that Comparator accepted a run for this Lean statement file: cert-machine. Who ran the proof-verification program

  • cert-machine records it as “CERTIFIED”.

Read the complete Lean statement

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 found; affine forms take natural-number coefficients (a₁,a₂>0, b₁,b₂≥0), which loses nothing up to re-indexing; custom non-pretentiousness definition checked against the standard one.

Definitions the group asks readers to compare with the paper: def UniformlyNonpretentious (f : ℕ → ℂ) : Prop := ∀ (q : ℕ), 0 < q → ∀ (χ : DirichletCharacter ℂ q) (K : ℝ), ∀ᶠ N : ℕ in atTop, ∀ t : ℝ, |t| ≤ (N : ℝ) → K ≤ squaredDistance f (characterTwist χ t) N (custom but matches the standard definition; two files use different but equivalent encodings)

“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.

cert-machine finds that the Lean statements express or imply the whole advertised result (their term: “MATCHES”).

“MATCHES”, in their words: 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.

OpenAI’s own note on what its Lean covers

The formalization proves ordinary two-point cancellation for multiplicative functions. For the Liouville function on every fixed pair of nonproportional affine forms, the correlation sum up to $X$ is $O(X/(\log X)^c)$ for an absolute $c>0$, with the implied constant depending on the forms.

For two one-bounded multiplicative functions, if at least one is uniformly nonpretentious against all Dirichlet-character twists with frequency $|t|\le N$, then their shifted and nonproportional affine correlation sums divided by $N$ tend to zero. These are ordinary averages, with no logarithmic averaging.

AI-drafted comparisons, with no recorded human review

  • Ordinary Elliott cancellation under uniform nonpretentiousness OrdinaryElliott

    Unreviewed AI draft: states a paper’s theorem as the paper does. States the binary corrected Elliott theorem for ordinary averages under uniform nonpretentiousness of one factor, one of the paper’s two main theorems.

  • Ordinary Liouville and multiplicative two-point correlations OrdinaryTwoPointCorrelations

    Unreviewed AI draft: states a paper’s theorem as the paper does. States the logarithmic saving for Liouville correlations on nonproportional affine forms, together with the binary corrected Elliott theorem and its affine corollary: the three theorem-like statements of the paper’s introduction.

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.

Ordinary Elliott cancellation under uniform nonpretentiousness OrdinaryElliott

Two reports, all at the release’s recorded version.

Reported byTheir wordTheir accountDateOriginal report
cert-machine“CERTIFIED”Re-run through Comparator with the independent nanoda kernel switched on: Lean’s kernel and nanoda both accept OpenAI’s solution.10 October 2026Original report
MathVet“comparator-sandboxed-pass”Re-run through Comparator in a sandboxed virtual machine: accepted.8 October 2026Original report

Ordinary Liouville and multiplicative two-point correlations OrdinaryTwoPointCorrelations

One report, at the release’s recorded version.

Reported byTheir wordTheir accountDateOriginal report
cert-machine“CERTIFIED”Re-run through Comparator with the independent nanoda kernel switched on: Lean’s kernel and nanoda both accept OpenAI’s solution.10 October 2026Original report

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.

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

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Offer to write an explanationCompare one Lean statement with its paper: OrdinaryElliott, OrdinaryTwoPointCorrelationsSuggest a source attributionSuggest a change

What people have said

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.

    Author not stated. Source

Questions awaiting review

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Identify the theorem the catalogue describes

  • Family 007 No single paper statement clearly matches OpenAI’s description by wording, and no review identifying the intended theorem is recorded. Open the form

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