diff --git a/images/ConceptSource.png b/images/ConceptSource.png
index effbc9b..36d662c 100644
Binary files a/images/ConceptSource.png and b/images/ConceptSource.png differ
diff --git a/images/Concepts.png b/images/Concepts.png
index 1f9f357..dd8ce43 100644
Binary files a/images/Concepts.png and b/images/Concepts.png differ
diff --git a/images/Designations.png b/images/Designations.png
index 552229c..5ae15ca 100644
Binary files a/images/Designations.png and b/images/Designations.png differ
diff --git a/images/ManagedConcepts.png b/images/ManagedConcepts.png
index b9fd60d..f72c82c 100644
Binary files a/images/ManagedConcepts.png and b/images/ManagedConcepts.png differ
diff --git a/models/concepts/BibliographyEntry.lutaml b/models/concepts/BibliographyEntry.lutaml
index 5eb1678..b047626 100644
--- a/models/concepts/BibliographyEntry.lutaml
+++ b/models/concepts/BibliographyEntry.lutaml
@@ -9,7 +9,7 @@ class BibliographyEntry {
   +id: String [1] {
     definition {
       Entry identifier, dataset-unique. Cited from concept sources and inline
-      {{cite:...}} mentions.
+      cite:... mentions.
     }
   }
 
diff --git a/models/concepts/ConceptSource.lutaml b/models/concepts/ConceptSource.lutaml
index 5c8ce68..a6efb52 100644
--- a/models/concepts/ConceptSource.lutaml
+++ b/models/concepts/ConceptSource.lutaml
@@ -1,19 +1,18 @@
 class ConceptSource {
   definition {
     Bibliographic source for a managed term. May carry an
-    optional `id` for inline reference via {{cite:id}}
-    mentions in the concept's text.
+    optional `id` for inline reference via the cite:id mention.
   }
   +id: String [0..1] {
     definition {
       Optional stable identifier for the source, used by
-      inline `{{cite:id}}` references in the concept's text.
+      inline cite:id references in the concept's text.
       The id is local to the concept; it must be unique within
       the concept's sources list (across concept-level,
       localization-level, and designation-level sources).
 
       A source with an id can be referenced by inline mentions
-      using the `{{cite:id}}` form. The mention resolves to
+      using the cite:id form. The mention resolves to
       this source's Citation (origin.ref + locality + link).
 
       A source without an id is not referenceable by inline
diff --git a/models/concepts/SharedNonVerbalEntity.lutaml b/models/concepts/SharedNonVerbalEntity.lutaml
index d47e866..7235336 100644
--- a/models/concepts/SharedNonVerbalEntity.lutaml
+++ b/models/concepts/SharedNonVerbalEntity.lutaml
@@ -8,7 +8,7 @@ class SharedNonVerbalEntity < NonVerbalEntity {
     definition {
       Stable identifier used for cross-referencing. Matches the filename
       (e.g. "fig_A.23" -> figures/fig_A.23.yaml). Authors cite this id via
-      inline {{fig:id}} mentions or structural figures[] entries.
+      inline fig:id mentions or structural figures[] entries.
     }
   }
   +identifier: String [0..1] {