OAI.SKGap.actual_word_simultaneous_prediction_of_cutoff: intermediate lemma from OpenAI, A spectral gap throughout the high-temperature Sherrington-Kirkpatrick phase (result family 227)

Proved

OAI.SKGap.actual_word_simultaneous_prediction_of_cutoff

by dbenbenn · Oct 28, 2026 · Mathlib 0df444a (Lean v4.33.1)

openai-math

An intermediate lemma of the split of OpenAI's proof of OAI.SKGap.sk_main, carved from OpenAI's openai/math development for this platform. The statement and its proof are OpenAI's (OpenAI, A spectral gap throughout the high-temperature Sherrington-Kirkpatrick phase (result family 227), OpenAI Math Release, September 24, 2026, result family 227, github.com/openai/math, Apache License 2.0); in Lean it is the declaration OAI.SKGap.actual_word_simultaneous_prediction_of_cutoff of lean/OAI/Probability/SKGap/Matrix/WordBiasCutoff.lean at commit 1581d4c, ported to Lean 4.33.1 and Mathlib 0df444a.

The statement, as published (namespace OAI.SKGap, with open Matrix Real Set MeasureTheory ProbabilityTheory Filter, open scoped BigOperators Matrix.Norms.Frobenius SchwartzMap Topology):

theorem actual_word_simultaneous_prediction_of_cutoff {j A D : ℝ} (hj : 0<j) (hA : 0<A)
    (hs : sqrt j*A<1) (hD : 1≤D) (hAD : A≤D) (L : ℕ) (f : 𝓢(ℝ,ℂ))
    (hf : ∀ x∈Icc ((1-sqrt j*A)^2/4) (2+A*(2*sqrt j+1+j*A)),f x=(x:ℂ)⁻¹)
    (hR : 0≤2*sqrt j+1+1) :
    ∃ (C : ℝ) (N : ℕ),0<C ∧ 0<N ∧
      ∀ n,N≤n → ∀ p : Bool,
        (Measure.pi (fun _ : MatrixCoordinates (Fin n)=>gaussianReal 0 1))
        {g | ∃ (a : Fin n→ℝ) (F : List (WordLetter (Fin n))),
          (∀ i,a i∈Icc 0 A) ∧ F.length≤L ∧ (∀ l∈F,l.bounded D) ∧ inverseCount F≤1 ∧
          C< matrixWordSeminorm p
            (actualWord f (2*sqrt j+1+1) hR j a 1 F (goeMatrix (j/n) g)-Matrix.diagonal (wordPrediction j a 1 F))} ≤
          (wordPatternSet L L).card*ENNReal.ofReal (3*exp (-(n:ℝ)))

Definitions. The statement is written with OAI.SKGap.MatrixCoordinates, OAI.SKGap.WordLetter, OAI.SKGap.WordTemplateLetter, OAI.SKGap.actualWord, OAI.SKGap.goeMatrix, OAI.SKGap.inverseCount, OAI.SKGap.matrixWordSeminorm, OAI.SKGap.wordPatternSet, OAI.SKGap.wordPrediction and OAI.SKGap.WordLetter.bounded (definitions bundle OAIQ072A000 of this split).

Used by. The proof of OAI.SKGap.zeroDiag_exact_word_source_restriction of this split imports it.

Preamble

import Mathlib
import Definitions.Def_OAIQ072A000

Formal statement

section

set_option linter.all false
set_option linter.unusedVariables false
set_option linter.unusedTactic false
set_option linter.unreachableTactic false

namespace OAI

section
noncomputable section
namespace SKGap
open Matrix Real Set MeasureTheory ProbabilityTheory Filter
open scoped BigOperators Matrix.Norms.Frobenius SchwartzMap Topology

theorem actual_word_simultaneous_prediction_of_cutoff {j A D : ℝ} (hj : 0<j) (hA : 0<A)
    (hs : sqrt j*A<1) (hD : 1≤D) (hAD : A≤D) (L : ℕ) (f : 𝓢(ℝ,ℂ))
    (hf : ∀ x∈Icc ((1-sqrt j*A)^2/4) (2+A*(2*sqrt j+1+j*A)),f x=(x:ℂ)⁻¹)
    (hR : 0≤2*sqrt j+1+1) :
    ∃ (C : ℝ) (N : ℕ),0<C ∧ 0<N ∧
      ∀ n,N≤n → ∀ p : Bool,
        (Measure.pi (fun _ : MatrixCoordinates (Fin n)=>gaussianReal 0 1))
        {g | ∃ (a : Fin n→ℝ) (F : List (WordLetter (Fin n))),
          (∀ i,a i∈Icc 0 A) ∧ F.length≤L ∧ (∀ l∈F,l.bounded D) ∧ inverseCount F≤1 ∧
          C< matrixWordSeminorm p
            (actualWord f (2*sqrt j+1+1) hR j a 1 F (goeMatrix (j/n) g)-Matrix.diagonal (wordPrediction j a 1 F))} ≤
          (wordPatternSet L L).card*ENNReal.ofReal (3*exp (-(n:ℝ))) := by
  sorry
end SKGap
end
end

end OAI
end

Source

OpenAI, A spectral gap throughout the high-temperature Sherrington-Kirkpatrick phase (result family 227), OpenAI Math Release, September 24, 2026, https://github.com/openai/math (result family 227; paper: https://github.com/openai/math/blob/1581d4cbdd69a0faf34b2089614fe2a814316a6a/preprints/A-spectral-gap-throughout-the-high-temperature-Sherrington-Kirkpatrick-phase-September-24-2026/main.pdf; Apache License 2.0); Lean: https://github.com/openai/math/blob/1581d4cbdd69a0faf34b2089614fe2a814316a6a/lean/OAI/Probability/SKGap/Matrix/WordBiasCutoff.lean (declaration OAI.SKGap.actual_word_simultaneous_prediction_of_cutoff)

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