diff --git a/CHANGELOG.md b/CHANGELOG.md
index 71cbe95..f1ae33c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,9 @@
 
 ## Next
 
+### Updated
+- Fixed bugs in the Neo4jVector and GraphCypherQAChain classes preventing these classes from working with versions < 5.23 of Neo4j
+
 ## 0.1.0
 
 ### Added
diff --git a/libs/neo4j/langchain_neo4j/vectorstores/neo4j_vector.py b/libs/neo4j/langchain_neo4j/vectorstores/neo4j_vector.py
index ea4aca1..0932b0d 100644
--- a/libs/neo4j/langchain_neo4j/vectorstores/neo4j_vector.py
+++ b/libs/neo4j/langchain_neo4j/vectorstores/neo4j_vector.py
@@ -594,17 +594,29 @@ def __init__(
         if pre_delete_collection:
             from neo4j.exceptions import DatabaseError
 
-            self.query(
-                f"MATCH (n:`{self.node_label}`) "
-                "CALL (n) { DETACH DELETE n } "
-                "IN TRANSACTIONS OF 10000 ROWS;"
-            )
+            delete_query = self._build_delete_query()
+            self.query(delete_query)
             # Delete index
             try:
                 self.query(f"DROP INDEX {self.index_name}")
             except DatabaseError:  # Index didn't exist yet
                 pass
 
+    def _build_delete_query(self) -> str:
+        if self.neo4j_version_is_5_23_or_above:
+            query = (
+                f"MATCH (n:`{self.node_label}`) "
+                "CALL (n) { DETACH DELETE n } "
+                "IN TRANSACTIONS OF 10000 ROWS;"
+            )
+        else:
+            query = (
+                f"MATCH (n:`{self.node_label}`) "
+                "CALL { WITH n DETACH DELETE n } "
+                "IN TRANSACTIONS OF 10000 ROWS;"
+            )
+        return query
+
     def query(
         self,
         query: str,
@@ -903,17 +915,7 @@ def add_embeddings(
         if not metadatas:
             metadatas = [{} for _ in texts]
 
-        import_query = (
-            "UNWIND $data AS row "
-            "CALL (row) { WITH row "
-            f"MERGE (c:`{self.node_label}` {{id: row.id}}) "
-            "WITH c, row "
-            f"CALL db.create.setNodeVectorProperty(c, "
-            f"'{self.embedding_node_property}', row.embedding) "
-            f"SET c.`{self.text_node_property}` = row.text "
-            "SET c += row.metadata "
-            "} IN TRANSACTIONS OF 1000 ROWS "
-        )
+        import_query = self._build_import_query()
 
         parameters = {
             "data": [
@@ -928,6 +930,32 @@ def add_embeddings(
 
         return ids
 
+    def _build_import_query(self) -> str:
+        """
+        Build the Cypher import query string based on the Neo4j version.
+
+        Returns:
+            str: The constructed Cypher query string.
+        """
+        if self.neo4j_version_is_5_23_or_above:
+            call_prefix = "CALL (row) { "
+        else:
+            call_prefix = "CALL { WITH row "
+
+        import_query = (
+            "UNWIND $data AS row "
+            f"{call_prefix}"
+            f"MERGE (c:`{self.node_label}` {{id: row.id}}) "
+            "WITH c, row "
+            f"CALL db.create.setNodeVectorProperty(c, "
+            f"'{self.embedding_node_property}', row.embedding) "
+            f"SET c.`{self.text_node_property}` = row.text "
+            "SET c += row.metadata "
+            "} IN TRANSACTIONS OF 1000 ROWS "
+        )
+
+        return import_query
+
     def add_texts(
         self,
         texts: Iterable[str],
diff --git a/libs/neo4j/poetry.lock b/libs/neo4j/poetry.lock
index 2f116de..bdb2f26 100644
--- a/libs/neo4j/poetry.lock
+++ b/libs/neo4j/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -13,87 +13,87 @@ files = [
 
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 name = "aiohttp"
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+version = "3.11.6"
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 [package.dependencies]
@@ -699,7 +699,7 @@ typing-extensions = ">=4.7"
 type = "git"
 url = "https://github.com/langchain-ai/langchain.git"
 reference = "HEAD"
-resolved_reference = "5599a0a537802a2b9083ee7d7e50311167b42f33"
+resolved_reference = "96c67230aa3a7bcd41db6f640ccc50e96b9bb30e"
 subdirectory = "libs/core"
 
 [[package]]
@@ -718,18 +718,18 @@ langchain-core = ">=0.3.15,<0.4.0"
 
 [[package]]
 name = "langsmith"
-version = "0.1.143"
+version = "0.1.144"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
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 ]
 
 [package.dependencies]
 httpx = ">=0.23.0,<1"
-orjson = ">=3.9.14,<4.0.0"
+orjson = {version = ">=3.9.14,<4.0.0", markers = "platform_python_implementation != \"PyPy\""}
 pydantic = [
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     {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""},
@@ -1171,22 +1171,19 @@ files = [
 
 [[package]]
 name = "pydantic"
-version = "2.9.2"
+version = "2.10.0"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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-    {version = ">=4.12.2", markers = "python_version >= \"3.13\""},
-]
+pydantic-core = "2.27.0"
+typing-extensions = ">=4.12.2"
 
 [package.extras]
 email = ["email-validator (>=2.0.0)"]
@@ -1194,100 +1191,111 @@ timezone = ["tzdata"]
 
 [[package]]
 name = "pydantic-core"
-version = "2.23.4"
+version = "2.27.0"
 description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
diff --git a/libs/neo4j/tests/integration_tests/docker-compose/neo4j.yml b/libs/neo4j/tests/integration_tests/docker-compose/neo4j.yml
index eda9f8b..bb34145 100644
--- a/libs/neo4j/tests/integration_tests/docker-compose/neo4j.yml
+++ b/libs/neo4j/tests/integration_tests/docker-compose/neo4j.yml
@@ -1,7 +1,7 @@
 version: "3.8"
 services:
   neo4j:
-    image: neo4j:5.24.2
+    image: neo4j:5.24
     restart: on-failure:0
     hostname: neo4j-test
     container_name: neo4j-test
diff --git a/libs/neo4j/tests/unit_tests/vectorstores/test_neo4j.py b/libs/neo4j/tests/unit_tests/vectorstores/test_neo4j.py
index c63435a..c6d2aed 100644
--- a/libs/neo4j/tests/unit_tests/vectorstores/test_neo4j.py
+++ b/libs/neo4j/tests/unit_tests/vectorstores/test_neo4j.py
@@ -1,7 +1,12 @@
 """Test Neo4j functionality."""
 
+from unittest.mock import MagicMock, patch
+
+import pytest
+
 from langchain_neo4j.vectorstores.neo4j_vector import (
     IndexType,
+    Neo4jVector,
     SearchType,
     _get_search_index_query,
     dict_to_yaml_str,
@@ -9,6 +14,36 @@
 )
 
 
+@pytest.fixture
+def mock_vector_store() -> Neo4jVector:
+    mock_neo4j = MagicMock()
+    mock_driver_instance = MagicMock()
+    mock_driver_instance.verify_connectivity.return_value = None
+    mock_driver_instance.execute_query.return_value = ([], None, None)
+    mock_neo4j.GraphDatabase.driver.return_value = mock_driver_instance
+    mock_neo4j.exceptions.ServiceUnavailable = Exception
+    mock_neo4j.exceptions.AuthError = Exception
+
+    with patch.dict("sys.modules", {"neo4j": mock_neo4j}):
+        with patch.object(
+            Neo4jVector,
+            "query",
+            return_value=[{"versions": ["5.23.0"], "edition": "enterprise"}],
+        ):
+            vector_store = Neo4jVector(
+                embedding=MagicMock(),
+                url="bolt://localhost:7687",
+                username="neo4j",
+                password="password",
+            )
+
+            vector_store.node_label = "Chunk"
+            vector_store.embedding_node_property = "embedding"
+            vector_store.text_node_property = "text"
+
+            return vector_store
+
+
 def test_escaping_lucene() -> None:
     """Test escaping lucene characters"""
     assert remove_lucene_chars("Hello+World") == "Hello World"
@@ -112,3 +147,73 @@ def test_get_search_index_query_hybrid_node_neo4j_5_23_below() -> None:
     actual_query = _get_search_index_query(SearchType.HYBRID, IndexType.NODE, False)
 
     assert actual_query == expected_query
+
+
+def test_build_import_query_version_is_or_above_5_23(
+    mock_vector_store: Neo4jVector,
+) -> None:
+    mock_vector_store.neo4j_version_is_5_23_or_above = True
+
+    expected_query = (
+        "UNWIND $data AS row "
+        "CALL (row) { "
+        "MERGE (c:`Chunk` {id: row.id}) "
+        "WITH c, row "
+        "CALL db.create.setNodeVectorProperty(c, "
+        "'embedding', row.embedding) "
+        "SET c.`text` = row.text "
+        "SET c += row.metadata "
+        "} IN TRANSACTIONS OF 1000 ROWS "
+    )
+
+    actual_query = mock_vector_store._build_import_query()
+
+    assert actual_query == expected_query
+
+
+def test_build_import_query_version_below_5_23(mock_vector_store: Neo4jVector) -> None:
+    mock_vector_store.neo4j_version_is_5_23_or_above = False
+
+    expected_query = (
+        "UNWIND $data AS row "
+        "CALL { WITH row "
+        "MERGE (c:`Chunk` {id: row.id}) "
+        "WITH c, row "
+        "CALL db.create.setNodeVectorProperty(c, "
+        "'embedding', row.embedding) "
+        "SET c.`text` = row.text "
+        "SET c += row.metadata "
+        "} IN TRANSACTIONS OF 1000 ROWS "
+    )
+
+    actual_query = mock_vector_store._build_import_query()
+
+    assert actual_query == expected_query
+
+
+def test_build_delete_query_version_is_or_above_5_23(
+    mock_vector_store: Neo4jVector,
+) -> None:
+    mock_vector_store.neo4j_version_is_5_23_or_above = True
+    expected_query = (
+        f"MATCH (n:`{mock_vector_store.node_label}`) "
+        "CALL (n) { DETACH DELETE n } "
+        "IN TRANSACTIONS OF 10000 ROWS;"
+    )
+
+    actual_query = mock_vector_store._build_delete_query()
+
+    assert actual_query == expected_query
+
+
+def test_build_delete_query_version_below_5_23(mock_vector_store: Neo4jVector) -> None:
+    mock_vector_store.neo4j_version_is_5_23_or_above = False
+    expected_query = (
+        f"MATCH (n:`{mock_vector_store.node_label}`) "
+        "CALL { WITH n DETACH DELETE n } "
+        "IN TRANSACTIONS OF 10000 ROWS;"
+    )
+
+    actual_query = mock_vector_store._build_delete_query()
+
+    assert actual_query == expected_query