From e8197d7abcfb043968c47c35109f231a55d5627b Mon Sep 17 00:00:00 2001
From: Christian Risi <75698846+CnF-Gris@users.noreply.github.com>
Date: Tue, 4 Nov 2025 15:26:54 +0100
Subject: [PATCH] Fixed a formula over Attention

---
 Chapters/12-Transformers/INDEX.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Chapters/12-Transformers/INDEX.md b/Chapters/12-Transformers/INDEX.md
index 75bd064..0949663 100644
--- a/Chapters/12-Transformers/INDEX.md
+++ b/Chapters/12-Transformers/INDEX.md
@@ -88,7 +88,7 @@ $$
 \begin{aligned}
     Head_i = softmax\left(
         \frac{
-            Q_{i} \times K_{i}
+            Q_{i} \times K_{i}^T
         }{
             \sqrt{H}
         }