diff --git a/README.md b/README.md
index 23cea27..b42753e 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,5 @@
 # Language-Codec: Reducing the Gaps Between Discrete Codec Representation and Speech Language Models
 
-# Notice: We will release a better language-codec (after engineering adjustment and training) before 4.15, and further polish and revise the paper. 
-
 [Audio samples](https://languagecodec.github.io) |
 Paper [[abs]](https://arxiv.org/abs/2402.12208) [[pdf]](https://arxiv.org/pdf/2402.12208.pdf)
 
@@ -85,6 +83,8 @@ audio_out = vocos.decode(features, bandwidth_id=bandwidth_id)
 
 Currently, we have only released the results from our paper, and we plan to release additional checkpoints trained on a larger training dataset within the next two months.
 
+Notice: We will release a better language-codec checkpoint before 5.15, and further revise the paper. 
+
 | Model Name                                                                          | Dataset       | Training Iterations 
 -------------------------------------------------------------------------------------|---------------|---------------------
 | [languagecodec_paper_8nq](https://drive.google.com/file/d/109ectu4NJWFCpmrqc31wdXvkTI6U2nMA/view?usp=drive_link)         | 3W Hours      | 2.0 M