Update README.md

README.md

@@ -98,9 +98,9 @@ Then you can load this model and run inference.
 from sentence_transformers import SentenceTransformer
 
 # Download from the 🤗 Hub
-model = SentenceTransformer("FronyAI/frony-embed-medium-ko-v1")
-# Run inference
+model = SentenceTransformer("FronyAI/frony-embed-medium-ko-v2")
 
+# Run inference
 # '<Q>' is special token for query.
 queries = [
     '<Q>안녕하세요',
@@ -112,6 +112,14 @@ passages = [
     '<P>반갑습니다',
 ]
 embeddings = model.encode(passages)
+
+# Matryoshka Embeddings (half of the original dimension)
+# '<Q>' is special token for query.
+queries = [
+    '<Q>안녕하세요',
+]
+embeddings = model.encode(queries, normalize_embeddings=False, convert_to_tensor=True)[:, :512]
+embeddings = F.normalize(embeddings, p=2, dim=-1)
 ```
 
 ## Contact