`BookProof.ChapterSoftmaxJacobian.deriv_logPartition_score` (beta : ℝ) (s : Fin m → ℝ) (i : Fin m) : deriv (fun t : ℝ => logPartition beta (scorePerturb s i t)) 0 = beta * scoreSof

Proved

BookProof.ChapterSoftmaxJacobian.deriv_logPartition_score

by leonardopedro · Oct 11, 2026 · Mathlib 0df444a (Lean v4.33.1)

theoremstimepiece

Prove the following Lean 4 theorem from ChapterSoftmaxJacobian.

BookProof.ChapterSoftmaxJacobian.deriv_logPartition_score (beta : ℝ) (s : Fin m → ℝ) (i : Fin m) : deriv (fun t : ℝ => logPartition beta (scorePerturb s i t)) 0 = beta * scoreSoftmax beta s i

Formalization note: Lean 4 identifier BookProof.ChapterSoftmaxJacobian.deriv_logPartition_score.

Preamble

-- Generated from ChapterSoftmaxJacobian.lean — theorem BookProof.ChapterSoftmaxJacobian.deriv_logPartition_score
import Definitions.Def_ChapterSoftmaxOrder
import Mathlib
import Definitions.Def_ChapterSoftmaxJacobian
import Definitions.Def_ChapterSoftmaxSharpness
import Definitions.Def_ChapterSoftmaxFluctuation
open BookProof.ChapterSoftmaxSharpness
open BookProof.ChapterSoftmaxJacobian


open scoped BigOperators

noncomputable section


open BookProof.ChapterSoftmaxSharpness BookProof.ChapterSoftmaxOrder
open BookProof.ChapterSoftmaxFluctuation

variable {m : ℕ}

Formal statement

theorem BookProof.ChapterSoftmaxJacobian.deriv_logPartition_score (beta : ℝ) (s : Fin m → ℝ) (i : Fin m) :
    deriv (fun t : ℝ => logPartition beta (scorePerturb s i t)) 0
      = beta * scoreSoftmax beta s i := by sorry

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