diff --git a/spacy/default_config.cfg b/spacy/default_config.cfg
index 800a2b4a3..0ab27f499 100644
--- a/spacy/default_config.cfg
+++ b/spacy/default_config.cfg
@@ -48,15 +48,6 @@ max_length = 0
 # Limitation on number of training examples
 limit = 0
 
-[prepare]
-# The 'prepare' step is run before training or pretraining. Components and
-# the tokenizer can each define their own prepare step, giving them a chance
-# to gather resources like lookup-tables, build label sets, construct vocabularies,
-# etc. After 'prepare' is finished, the result will be saved out to disk, which
-# will then be read in at the start of training. You can call the prepare step
-# separately with the `spacy prepare` command, or you can let the train script
-# do it for you.
-
 # Training hyper-parameters and additional features.
 [training]
 seed = ${system.seed}
@@ -109,6 +100,13 @@ use_averages = false
 eps = 1e-8
 learn_rate = 0.001
 
+# The 'initialize' step is run before training or pretraining. Components and
+# the tokenizer can each define their own prepare step, giving them a chance
+# to gather resources like lookup-tables, build label sets, construct vocabularies,
+# etc. After 'prepare' is finished, the result will be saved out to disk, which
+# will then be read in at the start of training. You can call the prepare step
+# separately with the `spacy prepare` command, or you can let the train script
+# do it for you.
 [initialize]
 tokenizer = {}
 components = {}