diff --git a/notes.md b/notes.md
index af4c3c0..9f98c1f 100644
--- a/notes.md
+++ b/notes.md
@@ -247,3 +247,4 @@
 2020-11-08T04:31:00 - Testing bigger LLM config, referencing 'Attention Is All You Need' (pulp-runtime)
 2021-01-08T20:13:00 - Refactor for clarity, might break a few tests though (pulp-runtime)
 2021-01-08T03:17:00 - Testing bigger LLM config, referencing 'Attention Is All You Need' (pulp-runtime)
+2021-01-08T04:54:00 - Implementing approach from a new paper read last night (pulp-runtime)