diff --git a/pages/algo_edit.md b/pages/Algorithmic Editing.md
similarity index 98%
rename from pages/algo_edit.md
rename to pages/Algorithmic Editing.md
index 3541d00..39afb75 100644
--- a/pages/algo_edit.md
+++ b/pages/Algorithmic Editing.md	
@@ -1,5 +1,5 @@
 # Algorithmic Editing
-## ARTICLES
+## Articles
 - [A Brief History of Algorithmic Editing](https://medium.com/janbot/a-brief-history-of-algorithmic-editing-732c3e19884b)
 - [Why should machines make art?](https://medium.com/janbot/should-machines-b59af9c5c7ab)
 
@@ -8,12 +8,10 @@
 - [A new algorithm makes editing video as easy as editing text](https://engineering.stanford.edu/magazine/article/new-algorithm-makes-editing-video-easy-editing-text)
 - [Immersive mediums replace thought](https://notes.azlen.me/s3husuaw/)
 
-### LINKS
-
-- <https://analyticsindiamag.com/top-5-ai-powered-video-editing-tools/>
-
 
 ## Tools
+- <https://analyticsindiamag.com/top-5-ai-powered-video-editing-tools/>
+
 ### Commercial
 #### Magisto
 https://www.magisto.com/
diff --git a/pages/annotation.md b/pages/annotation.md
index 4b5dfb2..1386e04 100644
--- a/pages/annotation.md
+++ b/pages/annotation.md
@@ -16,6 +16,6 @@ https://notes.andymatuschak.org/z8ZWYXFwXV38qiCgRx7zf2ySy9WCxWvcizNVr
 
 ------------
 
-![[discuss_sum.png]]
-
+>![[discuss_sum.png]]
+> - https://arxiv.org/pdf/2009.07446.pdf
 
diff --git a/pages/filetag.md b/pages/filetag.md
index 5df4899..12b7615 100644
--- a/pages/filetag.md
+++ b/pages/filetag.md
@@ -35,7 +35,7 @@ https://www.youtube.com/watch?v=Uko_rEOjf4Uo
 
 ### [media annotation](media%20annotation)
 
-### [algo_edit](algo_edit)
+### [Algorithmic Editing](Algorithmic%20Editing.md)
 
 
 -----