diff --git a/content/essays/attention-and-multiattention.md b/content/essays/attention-and-multiattention.md
index 1614088..12d3b10 100644
--- a/content/essays/attention-and-multiattention.md
+++ b/content/essays/attention-and-multiattention.md
@@ -1,5 +1,5 @@
 ---
-title: "Attention and Multiattention"
+title: "自注意力和多头注意力"
 date: 2022-09-19T20:35:33+08:00
 tags: []
 categories: []
@@ -27,11 +27,11 @@ $$
 
 $$
 head_1 = Attention(W_1^QQ, W_1^K, W_1^VV)
-\\
+\\\\
 head_2 = Attention(W_2^QQ, W_2^K, W_2^VV)
-\\
+\\\\
 head_3 = Attention(W_3^QQ, W_3^K, W_3^VV)
-\\
+\\\\
 head_4 = Attention(W_4^QQ, W_4^K, W_4^VV)
 $$