diff --git a/_field-types/supported-field-types/knn-vector.md b/_field-types/supported-field-types/knn-vector.md
index e6bc4b1f..163f967a 100644
--- a/_field-types/supported-field-types/knn-vector.md
+++ b/_field-types/supported-field-types/knn-vector.md
@@ -9,8 +9,7 @@ has_math: true
 
 # k-NN vector 
 
-The [k-NN plugin]({{site.url}}{{site.baseurl}}/search-plugins/knn/index/) introduces a custom data type, the `knn_vector`, that allows users to ingest their k-NN vectors.
-into an OpenSearch index and perform different kinds of k-NN search. The `knn_vector` field is highly configurable and can serve many different k-NN workloads. In general, a `knn_vector` field can be built either by providing a method definition or specifying a model id.
+The [k-NN plugin]({{site.url}}{{site.baseurl}}/search-plugins/knn/index/) introduces a custom data type, the `knn_vector`, that allows users to ingest their k-NN vectors into an OpenSearch index and perform different kinds of k-NN search. The `knn_vector` field is highly configurable and can serve many different k-NN workloads. In general, a `knn_vector` field can be built either by providing a method definition or specifying a model id.
 
 ## Example
 
diff --git a/_search-plugins/knn/knn-index.md b/_search-plugins/knn/knn-index.md
index 7d29a02a..10586509 100644
--- a/_search-plugins/knn/knn-index.md
+++ b/_search-plugins/knn/knn-index.md
@@ -8,8 +8,7 @@ has_children: false
 
 # k-NN index
 
-The k-NN plugin introduces a custom data type, the `knn_vector`, that allows users to ingest their k-NN vectors
-into an OpenSearch index and perform different kinds of k-NN search. The `knn_vector` field is highly configurable and can serve many different k-NN workloads. For more information, see [k-NN vector]({{site.url}}{{site.baseurl}}/field-types/supported-field-types/knn-vector/).
+The k-NN plugin introduces a custom data type, the `knn_vector`, that allows users to ingest their k-NN vectors into an OpenSearch index and perform different kinds of k-NN search. The `knn_vector` field is highly configurable and can serve many different k-NN workloads. For more information, see [k-NN vector]({{site.url}}{{site.baseurl}}/field-types/supported-field-types/knn-vector/).
 
 ## Lucene byte vector