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 1fd312198..1fb699e2d 100644
--- a/docs/en/stack/ml/nlp/ml-nlp-model-ref.asciidoc
+++ b/docs/en/stack/ml/nlp/ml-nlp-model-ref.asciidoc
@@ -26,6 +26,7 @@ The current list of supported architectures is:
 * BERT
 * BART
 * DPR bi-encoders
+* DeBERTa
 * DistilBERT
 * ELECTRA
 * MobileBERT