From 6e5d6dc15db3e310c37c6dbac072409f95ffa5c5 Mon Sep 17 00:00:00 2001
From: CodeSage <codesage@users.noreply.huggingface.co>
Date: Sat, 28 Dec 2024 22:26:28 +0000
Subject: [PATCH] Update README.md

---
 README.md | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index c505486..229d9bf 100644
--- a/README.md
+++ b/README.md
@@ -11,8 +11,10 @@ language:
 
 ## CodeSage-Large-v2
 
-### [Blogpost]
-Please check out our [blogpost](https://code-representation-learning.github.io/codesage-v2.html) for more details.
+### Updates
+* 1. <span style="color:blue">We are excited to announce the release of the CodeSage V2 model family with largely improved performance!</span> <strong>Please check out our [blogpost](https://code-representation-learning.github.io/codesage-v2.html) for more details</strong>.
+* 2. In addition to retrieval performance boost, V2 models also support flexible embedding sizes (thanks to Matryoshka Representation Learning (MRL)).
+* 3. You can access CodeSage v2 models through both HF and SentenceTransformer.
 
 ### Model description
 CodeSage is a family of open code embedding models with an encoder architecture that supports a wide range of source code understanding tasks. It was initially introduced in the paper: