diff --git a/notes.md b/notes.md
index faa2d9cc43..82f828f7b2 100644
--- a/notes.md
+++ b/notes.md
@@ -119,3 +119,4 @@
 2018-04-04T05:53:00 - Testing bigger LLM config, referencing 'Attention Is All You Need' (onnxruntime)
 2018-04-04T03:21:00 - Implementing approach from a new paper read last night (onnxruntime)
 2018-06-05T02:17:00 - Testing bigger LLM config, referencing 'Attention Is All You Need' (onnxruntime)
+2018-06-05T02:48:00 - Refactor for clarity, might break a few tests though (onnxruntime)