diff --git a/docs/reference/ml/trained-models/apis/infer-trained-model.asciidoc b/docs/reference/ml/trained-models/apis/infer-trained-model.asciidoc
index 99c3ecad03a9d..7acbc0bd23859 100644
--- a/docs/reference/ml/trained-models/apis/infer-trained-model.asciidoc
+++ b/docs/reference/ml/trained-models/apis/infer-trained-model.asciidoc
@@ -225,6 +225,17 @@ include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenizatio
 (Optional, string)
 include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-truncate]
 =======
+`deberta_v2`::::
+(Optional, object)
+include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-deberta-v2]
++
+.Properties of deberta_v2
+[%collapsible%open]
+=======
+`truncate`::::
+(Optional, string)
+include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-truncate-deberta-v2]
+=======
 `roberta`::::
 (Optional, object)
 include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-roberta]
@@ -301,6 +312,17 @@ include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenizatio
 (Optional, string)
 include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-truncate]
 =======
+`deberta_v2`::::
+(Optional, object)
+include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-deberta-v2]
++
+.Properties of deberta_v2
+[%collapsible%open]
+=======
+`truncate`::::
+(Optional, string)
+include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-truncate-deberta-v2]
+=======
 `roberta`::::
 (Optional, object)
 include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-roberta]
@@ -397,6 +419,21 @@ include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenizatio
 (Optional, string)
 include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-truncate]
 =======
+`deberta_v2`::::
+(Optional, object)
+include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-deberta-v2]
++
+.Properties of deberta_v2
+[%collapsible%open]
+=======
+`span`::::
+(Optional, integer)
+include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-span]
+
+`truncate`::::
+(Optional, string)
+include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-truncate-deberta-v2]
+=======
 `roberta`::::
 (Optional, object)
 include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-roberta]
@@ -517,6 +554,21 @@ include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenizatio
 (Optional, string)
 include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-truncate]
 =======
+`deberta_v2`::::
+(Optional, object)
+include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-deberta-v2]
++
+.Properties of deberta_v2
+[%collapsible%open]
+=======
+`span`::::
+(Optional, integer)
+include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-span]
+
+`truncate`::::
+(Optional, string)
+include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-truncate-deberta-v2]
+=======
 `roberta`::::
 (Optional, object)
 include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-roberta]
@@ -608,6 +660,17 @@ include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenizatio
 (Optional, string)
 include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-truncate]
 =======
+`deberta_v2`::::
+(Optional, object)
+include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-deberta-v2]
++
+.Properties of deberta_v2
+[%collapsible%open]
+=======
+`truncate`::::
+(Optional, string)
+include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-truncate-deberta-v2]
+=======
 `roberta`::::
 (Optional, object)
 include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-roberta]
@@ -687,6 +750,21 @@ include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenizatio
 (Optional, integer)
 include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-span]
 
+`with_special_tokens`::::
+(Optional, boolean)
+include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-bert-with-special-tokens]
+=======
+`deberta_v2`::::
+(Optional, object)
+include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-deberta-v2]
++
+.Properties of deberta_v2
+[%collapsible%open]
+=======
+`span`::::
+(Optional, integer)
+include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-span]
+
 `with_special_tokens`::::
 (Optional, boolean)
 include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-bert-with-special-tokens]
@@ -790,6 +868,17 @@ include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenizatio
 (Optional, string)
 include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-truncate]
 =======
+`deberta_v2`::::
+(Optional, object)
+include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-deberta-v2]
++
+.Properties of deberta_v2
+[%collapsible%open]
+=======
+`truncate`::::
+(Optional, string)
+include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-truncate-deberta-v2]
+=======
 `roberta`::::
 (Optional, object)
 include::{es-ref-dir}/ml/ml-shared.asciidoc[tag=inference-config-nlp-tokenization-roberta]