diff --git a/frontend/public/schemas/20251121/linkml/modules/classes/ForkliftAccess.yaml b/frontend/public/schemas/20251121/linkml/modules/classes/ForkliftAccess.yaml
index 710bfad1c5..9fa3bd4f4e 100644
--- a/frontend/public/schemas/20251121/linkml/modules/classes/ForkliftAccess.yaml
+++ b/frontend/public/schemas/20251121/linkml/modules/classes/ForkliftAccess.yaml
@@ -32,8 +32,8 @@ classes:
     - {literal_form: وصول رافعة شوكية, in_language: ar}
     - {literal_form: akses forklift, in_language: id}
     - {literal_form: 叉车通行, in_language: zh}
-    exact_mappings:
-    - schema:AmenityFeature
+    broad_mappings:
+    - schema:LocationFeatureSpecification
     slots:
     - has_description
     annotations:
diff --git a/frontend/public/schemas/20251121/linkml/modules/classes/HandsOnFacility.yaml b/frontend/public/schemas/20251121/linkml/modules/classes/HandsOnFacility.yaml
index 7c72052a46..7d7168d402 100644
--- a/frontend/public/schemas/20251121/linkml/modules/classes/HandsOnFacility.yaml
+++ b/frontend/public/schemas/20251121/linkml/modules/classes/HandsOnFacility.yaml
@@ -32,8 +32,8 @@ classes:
     - {literal_form: مرفق تفاعلي عملي, in_language: ar}
     - {literal_form: fasilitas praktik interaktif, in_language: id}
     - {literal_form: 互动实践设施, in_language: zh}
-    exact_mappings:
-    - schema:AmenityFeature
+    broad_mappings:
+    - schema:LocationFeatureSpecification
     slots:
     - has_description
     annotations:
diff --git a/frontend/public/schemas/20251121/linkml/modules/classes/LoadingDock.yaml b/frontend/public/schemas/20251121/linkml/modules/classes/LoadingDock.yaml
index 7aee221cc0..f2acd85ad7 100644
--- a/frontend/public/schemas/20251121/linkml/modules/classes/LoadingDock.yaml
+++ b/frontend/public/schemas/20251121/linkml/modules/classes/LoadingDock.yaml
@@ -151,18 +151,6 @@ classes:
 
         in_language: zh
 
-      - literal_form: schema:AmenityFeature
-
-        predicate: EXACT_SYNONYM
-
-        in_language: zh
-
-      - literal_form: has_description
-
-        predicate: EXACT_SYNONYM
-
-        in_language: zh
-
       - literal_form: 'Preserved from prior description: Loading and logistics dock facility used for object transfer.'
 
         predicate: EXACT_SYNONYM