diff --git a/notes.md b/notes.md
index 20e4415ca30..11917f3fa89 100644
--- a/notes.md
+++ b/notes.md
@@ -155,3 +155,4 @@
 2019-03-03T00:07:00 - Implementing approach from a new paper read last night (pytorch)
 2019-03-20T18:03:00 - Testing bigger LLM config, referencing 'Attention Is All You Need' (pytorch)
 2019-03-20T07:23:00 - Quick fix, referencing a known issue from the official repo (pytorch)
+2019-06-09T00:07:00 - Refactor for clarity, might break a few tests though (pytorch)