diff --git a/gensim/models/translation_matrix.py b/gensim/models/translation_matrix.py
index d7340d760c..4bf638f3ce 100644
--- a/gensim/models/translation_matrix.py
+++ b/gensim/models/translation_matrix.py
@@ -10,7 +10,8 @@
 
 Examples
 --------
-**How to make translation between two set of word-vectors**
+How to make translation between two set of word-vectors
+=======================================================
 
 Initialize a word-vector models
 
@@ -47,7 +48,8 @@
 ...     loaded_trans_model = TranslationMatrix.load(fname)  # load model
 
 
-**How to make translation between two :class:`~gensim.models.doc2vec.Doc2Vec` models**
+How to make translation between two :class:`~gensim.models.doc2vec.Doc2Vec` models
+==================================================================================
 
 Prepare data and models