diff --git a/_neural-search-plugin/index.md b/_neural-search-plugin/index.md
index 2783b313..6372a290 100644
--- a/_neural-search-plugin/index.md
+++ b/_neural-search-plugin/index.md
@@ -13,7 +13,7 @@ The Neural Search plugin is an experimental feature. For updates on the progress
 
 The OpenSearch Neural Search plugin enables the integration of machine learning (ML) language models into your search workloads. During ingestion and search, the Neural Search plugin transforms text into vectors. Then, Neural Search uses the transformed vectors in vector-based search.
 
-The Neural Search plugin comes bundled with OpenSearch. For more information, see [Managing plugins]({{site.url}}{{site.baseurl}}/opensearch/install/plugins#managing-plugins)).
+The Neural Search plugin comes bundled with OpenSearch. For more information, see [Managing plugins]({{site.url}}{{site.baseurl}}/opensearch/install/plugins#managing-plugins).
 
 ## Ingest data with Neural Search
 
@@ -132,7 +132,7 @@ With the text_embedding processor in place through a Neural Search pipeline, the
 
 ## Search a neural index 
 
-If you want to use a language model to convert a text query into a k-NN vector query, use the `neural` query fields in your query. The neural query request fields can be used in both the [k-NN plugin API]({{site.url}}{{site.baseurl}}/search-plugins/knn/api/#search-model), [Query DSL]({{site.url}}{{site.baseurl}}/opensearch/query-dsl/index/), and inside a [k-NN search filter]({{site.url}}{{site.baseurl}}/search-plugins/knn/filter-search-knn/).
+If you want to use a language model to convert a text query into a k-NN vector query, use the `neural` query fields in your query. The neural query request fields can be used in both the [k-NN plugin API]({{site.url}}{{site.baseurl}}/search-plugins/knn/api/#search-model) and [Query DSL]({{site.url}}{{site.baseurl}}/opensearch/query-dsl/index/). Furthermore, you can use a [k-NN search filter]({{site.url}}{{site.baseurl}}/search-plugins/knn/filter-search-knn/) to refine your neural search query.