Review comments

Author: yuce

docs/modules/integrate/pages/integrate-with-langchain.adoc

@@ -100,7 +100,7 @@ vector_store = Hazelcast(embeddings, collection_name=name, client=client)
 == Updating the Vector Store
 
 Once the vector store is created, you can start adding LangChain documents or string data into it.
-While adding the data, you have the option to associate identifiers and metadata with them.
+While adding the data, you have the option to associate identifiers and metadata with it.
 
 Hazelcast vector store has two methods to add data, `add_documents` and `add_texts`.
 Using the former, you can add `langchain_core.documents.Document` objects, and using the latter, you can add strings.
@@ -130,10 +130,10 @@ b235643b-62c0-4039-9856-1493f921e1a4
 ----
 
 `Hazelcast.add_texts` method returns the IDs of the added texts.
-If the IDs were not provided to the `add_texts` method, then they are automatically genereated, like in the example above.
+If the IDs were not provided to the `add_texts` method, then they are automatically generated, like in the example above.
 
 You can provide the IDs manually by passing them in the `ids` parameter.
-That may be useful in case you would like to update data instead of extending the vector store.
+This is useful when you want to update data instead of extending the vector store.
 
 [source,python]
 ----
@@ -164,7 +164,7 @@ ids = vector_store.add_texts(
 )
 ----
 
-In case you have `langchain_core.documents.Document` objects, you can use the `add_documents` methods to add them to the vector store:
+If you have `langchain_core.documents.Document` objects, you can use the `add_documents` methods to add them to the vector store:
 
 [source,python]
 ----
@@ -192,8 +192,8 @@ ids = vector_store.add_documents(docs)
 ----
 
 `Hazelcast` vector store has two class methods that combine creating the vector store and adding texts or documents to it.
-Those are `Hazelcast.from_texts` and `Hazelcast.from_documents` methods respectively.
-Calling these methods return the `Hazelcast` vector store instance.
+These are the `Hazelcast.from_texts` and `Hazelcast.from_documents` methods respectively.
+Calling these methods returns the `Hazelcast` vector store instance.
 
 Here is an example that uses the `Hazelcast.from_texts` method:
 [source,python]
@@ -236,7 +236,7 @@ docs = vector_store.get_by_ids([
 ----
 
 To delete some or all Documents, you can use the `delete` method.
-It deletes the Documents with the given IDs if one or more IDs provided, or deletes all Documents if no IDs are provided.
+It deletes the Documents with the given IDs if one or more IDs are provided, or deletes all Documents if no IDs are provided.
 This method always returns `True`.
 The example below deletes only two Documents: