diff --git a/2024-orthogonal-softmax/README.md b/2024-orthogonal-softmax/README.md
index 02a5c338..4552316c 100644
--- a/2024-orthogonal-softmax/README.md
+++ b/2024-orthogonal-softmax/README.md
@@ -1,4 +1,4 @@
-This folder contains configs and code related to the publication: 
+This folder contains configs and code related to the submitted paper: 
 
 Efficient Supernet Training with Orthogonal Softmax for Scalable ASR Model Compression