diff --git a/libs/community/langchain_community/embeddings/model2vec.py b/libs/community/langchain_community/embeddings/model2vec.py
index 8cba54b09011a..223f611b0ed01 100644
--- a/libs/community/langchain_community/embeddings/model2vec.py
+++ b/libs/community/langchain_community/embeddings/model2vec.py
@@ -6,7 +6,7 @@
 
 
 class Model2vecEmbeddings(Embeddings):
-    """model2v embedding models.
+    """Model2Vec embedding models.
 
     Install model2vec first, run 'pip install -U model2vec'.
     The github repository for model2vec is : https://github.com/MinishLab/model2vec
@@ -51,7 +51,7 @@ def embed_documents(self, texts: List[str]) -> List[List[float]]:
             List of embeddings, one for each text.
         """
 
-        return self._model.encode_as_sequence(texts)
+        return self._model.encode(texts).tolist()
 
     def embed_query(self, text: str) -> List[float]:
         """Embed a query using the model2vec embeddings model.
@@ -63,4 +63,4 @@ def embed_query(self, text: str) -> List[float]:
             Embeddings for the text.
         """
 
-        return self._model.encode(text)
+        return self._model.encode(text).tolist()