diff --git a/docs/docs/integrations/vectorstores/qdrant.ipynb b/docs/docs/integrations/vectorstores/qdrant.ipynb
index 42b456b5a97..1c1731d4607 100644
--- a/docs/docs/integrations/vectorstores/qdrant.ipynb
+++ b/docs/docs/integrations/vectorstores/qdrant.ipynb
@@ -532,7 +532,7 @@
    "source": [
     "from langchain_qdrant import FastEmbedSparse, RetrievalMode\n",
     "\n",
-    "sparse_embeddings = FastEmbedSparse(model_name=\"Qdrant/BM25\")\n",
+    "sparse_embeddings = FastEmbedSparse(model_name=\"Qdrant/bm25\")\n",
     "\n",
     "qdrant = QdrantVectorStore.from_documents(\n",
     "    docs,\n",
@@ -571,7 +571,7 @@
    "source": [
     "from langchain_qdrant import FastEmbedSparse, RetrievalMode\n",
     "\n",
-    "sparse_embeddings = FastEmbedSparse(model_name=\"Qdrant/BM25\")\n",
+    "sparse_embeddings = FastEmbedSparse(model_name=\"Qdrant/bm25\")\n",
     "\n",
     "qdrant = QdrantVectorStore.from_documents(\n",
     "    docs,\n",