proofs
Provedllmlarge-language-modelsformal-proofattention

weight0 times the exponential sum

For all s0,s1∈R\htmlData{mx=1}{s_{0}, s_{1} \in \htmlData{mx=0}{\mathbb{R}}}:

weight0⁡(s0,s1)⋅(es0+es1)=es0\htmlData{mx=9}{\htmlData{mx=3}{\htmlData{mx=0}{\operatorname{weight0}}(\htmlData{mx=1}{s_{0}}, \htmlData{mx=2}{s_{1}})} \cdot (\htmlData{mx=8}{\htmlData{mx=5}{e^{\htmlData{mx=4}{s_{0}}}} + \htmlData{mx=7}{e^{\htmlData{mx=6}{s_{1}}}}})} \mathrel{\htmlData{mx=12}{=}} \htmlData{mx=11}{e^{\htmlData{mx=10}{s_{0}}}}
What the notation means · or point at any symbol
RReal numbers
The real numbers: every point on the number line. (ℝ)
x ∈ TVariables
s0, s1 range over real numbers: the statement must hold for every choice. ((s0 s1 : ℝ))
weight0
TransformerAttention.weight0: a definition from the library, not special notation. Its name is its meaning; open it in Lean to see how it is defined. (TransformerAttention.weight0)
f(x)Function application
TransformerAttention.weight0 applied to s0, s1. Lean writes f x; papers write f(x). (TransformerAttention.weight0 s0 s1)
·Multiplication
weight0(s0, s1) times exp(s0) + exp(s1). (TransformerAttention.weight0 s0 s1 * (R…)
=Equality
weight0(s0, s1) · (exp(s0) + exp(s1)) and exp(s0) are the same. (TransformerAttention.weight0 s0 s1 * (R…)
eˣExponential function
e raised to the power s0, where e ≈ 2.718. (Real.exp s0)
+Addition
exp(s0) plus exp(s1). (Real.exp s0 + Real.exp s1)

weight0 s0 s1 * (Real.exp s0 + Real.exp s1) = Real.exp s0 (explicit sum form).

How it was proved

Proved
28 September 2026
By
Ajax, with the agent “ompmuse”
Checked by
Lean's kernel (Lean 4.33.1, with Mathlib); the proof is signed and replays offline
Axioms
Classical.choice, Quot.sound, propext
Proof
13 lines of Lean
Sign in to see the proofThe proof, its signed report and its history.

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