diff --git a/CHANGELOG.md b/CHANGELOG.md
index 8fbe010fa..886db76ca 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,4 +1,7 @@
-#### Februar 2021
+#### March 2021
+- PR [#191](https://github.com/uma-pi1/kge/pull/191): Fix loading of pretrained embeddings with reciprocal relation models
+
+#### February 2021
 - [27e8a32](https://github.com/uma-pi1/kge/commit/27e8a323d208106d7b75f4e003ea4b73c1c5d58d): improve validation time by allowing bulk KvsAll index lookup and improved history computation
 - PR [#154](https://github.com/uma-pi1/kge/pull/154): store checkpoint containing the initialized model for reproducibility
 - [9e88117](https://github.com/uma-pi1/kge/commit/9e88117b3bf3f91b1c22f17d88eae2f77b5e3d3e): Add Transformer model and learning rate warmup (thanks nluedema)
diff --git a/kge/model/kge_model.py b/kge/model/kge_model.py
index cc8679880..96b27a725 100644
--- a/kge/model/kge_model.py
+++ b/kge/model/kge_model.py
@@ -254,7 +254,6 @@ def __init__(
 
         self.dim: int = self.get_option("dim")
 
-
     @staticmethod
     def create(
         config: Config,
@@ -283,7 +282,9 @@ def create(
             )
             return embedder
         except:
-            config.log(f"Failed to create embedder {embedder_type} (class {class_name}).")
+            config.log(
+                f"Failed to create embedder {embedder_type} (class {class_name})."
+            )
             raise
 
     def _intersect_ids_with_pretrained_embedder(
@@ -616,8 +617,7 @@ def penalty(self, **kwargs) -> List[Tensor]:
                         (triples[:, S].view(-1, 1), triples[:, O].view(-1, 1)), dim=1
                     )
                 entity_penalty_result = self.get_s_embedder().penalty(
-                    indexes=entity_indexes,
-                    **kwargs,
+                    indexes=entity_indexes, **kwargs,
                 )
                 if not weighted:
                     # backwards compatibility
diff --git a/kge/model/reciprocal_relations_model.py b/kge/model/reciprocal_relations_model.py
index d151f8aea..4f47fd400 100644
--- a/kge/model/reciprocal_relations_model.py
+++ b/kge/model/reciprocal_relations_model.py
@@ -26,6 +26,10 @@ def __init__(
         # Using a dataset with twice the number of relations to initialize base model
         alt_dataset = dataset.shallow_copy()
         alt_dataset._num_relations = dataset.num_relations() * 2
+        reciprocal_relation_ids = [
+            rel_id + "_reciprocal" for rel_id in alt_dataset.relation_ids()
+        ]
+        alt_dataset._meta["relation_ids"].extend(reciprocal_relation_ids)
         base_model = KgeModel.create(
             config=config,
             dataset=alt_dataset,