diff --git a/.gitignore b/.gitignore
index 79e7ae1..9aad1a3 100644
--- a/.gitignore
+++ b/.gitignore
@@ -154,7 +154,7 @@ dataset
 pretrained*
 *_bak
 evaluation
-figures
+# figures
 *.txt
 mongo_data
 logs
diff --git a/figures/attention_scn.png b/figures/attention_scn.png
new file mode 100644
index 0000000..2efe494
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diff --git a/figures/ex1.png b/figures/ex1.png
new file mode 100644
index 0000000..6e0fd0a
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diff --git a/figures/ex2.png b/figures/ex2.png
new file mode 100644
index 0000000..827cf9a
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