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Separating choiceless counting from polynomial time and witnessed choice

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

Confirms the Blass–Gurevich–Shelah noncapture conjecture: consistency of a linear system over 𝔽3 defines a polynomial-time query on unordered finite structures that choiceless polynomial time with counting cannot express. A separate result shows that adding witnessed symmetric choice strictly increases expressive power. Both separations hold for the full counting formalism, allowing hereditarily finite sets of arbitrary finite rank. (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

The paper states

Theorem 1

In Choiceless polynomial time with counting does not capture polynomial time, 23 September 2026

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.

Three other possible matches are listed below the card, among them Theorem 1.1 in Witnessed symmetric choice is strictly stronger than choiceless polynomial time with counting and Corollary 3 in the same paper.

The query Q on all finite structures in the fixed vocabulary \tau of eight binary relations is isomorphism-invariant and decidable in deterministic polynomial time, but is not definable in full choiceless polynomial time with counting.

Three more possible matches

  • Theorem 1.1 in Witnessed symmetric choice is strictly stronger than choiceless polynomial time with counting, 24 September 2026.
  • Corollary 3 in Choiceless polynomial time with counting does not capture polynomial time, 23 September 2026.
  • Proposition 2 in Choiceless polynomial time with counting does not capture polynomial time, 23 September 2026.
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.

Choiceless polynomial time with counting does not capture polynomial time

23 September 2026, current edition.

Read it herePDF

We prove that choiceless polynomial time with counting does not capture polynomial time on unordered finite structures, confirming the noncapture conjecture of Blass, Gurevich and Shelah. A linear-consistency query over 𝔽3 in a fixed binary vocabulary is decidable in polynomial time but not in the full counting formalism.

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.

ChoicelessPolynomialTime

The paper states

The words they share: decidable, definable, query, time, full, polynomial, relations, finite, eight, choiceless, isomorphism, structures, invariant, counting.

Possible Lean counterpart

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

Polynomial-time query outside choiceless polynomial time

ChoicelessPolynomialTime.lean, the release lists it as a main result.

theorem main :    (∀ (A B : Type) [Fintype A] [Fintype B] (S : Input A) (T : Input B),      S.Iso T → (S.query ↔ T.query)) ∧    OrdinaryPolynomialTime ∧    ¬ FullCPT.EvaluationDefinable (fun {_} [_] I => I.query) := 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.

three independent groups report that Comparator accepted runs for this Lean statement file: cert-machine; MathVet; Neal McBurnett, openai-math-lean-tooling. Who ran the proof-verification program

  • cert-machine records it as “CERTIFIED”.
  • MathVet records it as “comparator-sandboxed-pass”.
  • Neal McBurnett, openai-math-lean-tooling records it as “accepted”.

Read the complete Lean statement

WitnessedChoice

The paper states

Theorem 1.1

In Witnessed symmetric choice is strictly stronger than choiceless polynomial time with counting, 24 September 2026

There exist a vocabulary \tau of eight binary relations, a fixed polynomial p, and a \CPT+\WSC sentence (\Phi,p) with one occurrence of a WSC operator such that:

  1. (i)

    (\Phi,p) has a Boolean value on every finite \tau-structure;

  2. (ii)

    no \CPT sentence over \tau has the same true-model class.

The \CPT sentences in (ii) may use counting and hereditarily finite sets of unrestricted finite rank.

The words they share: boolean, wsc, model, polynomial, relations, cpt, counting, sentences, finite, witnessed, choice, occurrence, one.

Possible Lean counterpart

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

Strict expressive gain from one witnessed symmetric choice

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

def MainStatement : Prop := ∃ φ : Sentence,  φ.formula.wscCount = 1 ∧ φ.BooleanOnAllInputs ∧    ∀ ψ : Sentence, ψ.isCPT → φ.TrueModels ≠ ψ.TrueModelstheorem WitnessedChoice.main : WitnessedChoice.BGS.MainStatement := 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.

three independent groups report that Comparator accepted runs for this Lean statement file: cert-machine; MathVet; Neal McBurnett, openai-math-lean-tooling. Who ran the proof-verification program

  • cert-machine records it as “CERTIFIED”.
  • MathVet records it as “comparator-sandboxed-pass”.
  • Neal McBurnett, openai-math-lean-tooling records it as “accepted”.

Read the complete Lean statement

Other mathematical statements in OpenAI’s Lean library

Atlas found these propositions by scanning the text of the project’s Model.lean file. Each name links to its definition, with any associated statement file beside it. This list does not record running Lean to interpret or verify those definitions.

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: CPTSeparation.main : (∀ S T, S.Iso T → (S.query ↔ T.query)) ∧ OrdinaryPolynomialTime ∧ ¬ FullCPT.EvaluationDefinable (fun I => I.query), where query = consistency of an F₃ linear system coded by 8 relations, OrdinaryPolynomialTime uses Mathlib Turing.TM2ComputableInPolyTime with finite stack alphabets on ordered encodings, and EvaluationDefinable is polynomially bounded choiceless counting over hereditarily finite sets of arbitrary rank; and WitnessedChoice.main : ∃ φ, φ.formula.wscCount = 1 ∧ φ.BooleanOnAllInputs ∧ ∀ ψ, ψ.isCPT → φ.TrueModels ≠ ψ.TrueModels. Both separations of the summary are stated.

Definitions the group asks readers to compare with the paper: Custom ‘choiceless polynomial time with counting’, twice and in two different hand-written formalisms: FullCPT (ASM-style Program with Rule/Term over HF A = Lists A quotient, evaluationAccepts time space := ∃ h ≤ time(|A|),... (P.occurring rel h).card ≤ space(|A|)) in ChoicelessPolynomialTime, and the term/formula logic WitnessedChoice.BGS (Term.iterate, resource p n := ⌊p(n)⌋₊, Formula.wsc, isCPT φ := wscCount = 0) in WitnessedChoice; the nonexpressibility statements are only as good as these encodings of CPTC. ‘Polynomial time’ for the query itself is Mathlib’s standard TM2ComputableInPolyTime.

“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 formalized result separates polynomial time from choiceless polynomial time with counting. It gives an explicit query on finite structures with eight relations that is invariant under isomorphism and decidable in polynomial time, but is not definable in the stated hereditarily finite-set language with cardinality and polynomial bounds on stages and intermediate objects. The query applies to all finite inputs without a promise. The separate witnessed-symmetric-choice result is not included.

The formalization proves that witnessed symmetric choice strictly increases the expressive power of choiceless polynomial time with counting. It constructs one fixed sentence with exactly one witnessed-choice occurrence that gives a Boolean answer on every finite input, while no sentence of the original counting formalism defines the same class of inputs.

AI-drafted comparisons, with no recorded human review

  • Polynomial-time query outside choiceless polynomial time ChoicelessPolynomialTime

    Unreviewed AI draft: states a paper’s theorem as the paper does. States the main theorem: an isomorphism-invariant polynomial-time query on eight-relation structures not definable in choiceless polynomial time with counting.

  • Strict expressive gain from one witnessed symmetric choice WitnessedChoice

    Unreviewed AI draft: states a paper’s theorem as the paper does. States the main theorem: one sentence with a single witnessed symmetric choice defines a class that no sentence of choiceless polynomial time with counting defines.

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.

Polynomial-time query outside choiceless polynomial time ChoicelessPolynomialTime

Three 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
Neal McBurnett, openai-math-lean-tooling“accepted”Re-run through Comparator with Lean’s kernel: accepted (the check took 302 s; peak memory 6.3 GiB).10 October 2026Original report

Strict expressive gain from one witnessed symmetric choice WitnessedChoice

Three 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
Neal McBurnett, openai-math-lean-tooling“accepted”Re-run through Comparator with Lean’s kernel: accepted (the check took 184 s; peak memory 6.3 GiB).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.

Within this family

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: ChoicelessPolynomialTime, WitnessedChoiceSuggest 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 “Major math journal”. 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 243 The 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

Address a question raised in an independent assessment

Compare the proposed paper and Lean matches

  • Family 243 Atlas records no review of whether each linked Lean statement and paper theorem mean the same thing. Open the form