diff --git a/docs/en/stack/ml/nlp/ml-nlp-model-ref.asciidoc b/docs/en/stack/ml/nlp/ml-nlp-model-ref.asciidoc
index 1fb699e2d..b68fc5e3f 100644
--- a/docs/en/stack/ml/nlp/ml-nlp-model-ref.asciidoc
+++ b/docs/en/stack/ml/nlp/ml-nlp-model-ref.asciidoc
@@ -149,6 +149,9 @@ Using `DPREncoderWrapper`:
 [discrete]
 [[ml-nlp-model-ref-text-similarity]]
 == Third party text similarity models
+
+You can use these text similarity models for {ref}/semantic-reranking.html#semantic-reranking-in-es[semantic re-ranking].
+
 * https://huggingface.co/cross-encoder/ms-marco-TinyBERT-L-2-v2[ms marco TinyBERT L2 v2]
 * https://huggingface.co/cross-encoder/ms-marco-MiniLM-L-6-v2[ms marco MiniLM L6 v2]