diff --git a/bin/wiki_entity_linking/README.md b/bin/wiki_entity_linking/README.md
index 56d0c1415..4e4af5c21 100644
--- a/bin/wiki_entity_linking/README.md
+++ b/bin/wiki_entity_linking/README.md
@@ -2,7 +2,7 @@
 
 ### Step 1: Create a Knowledge Base (KB) and training data
 
-Run  `wikipedia_pretrain_kb.py` 
+Run  `wikidata_pretrain_kb.py` 
 * This takes as input the locations of a **Wikipedia and a Wikidata dump**, and produces a **KB directory** + **training file**
   * WikiData: get `latest-all.json.bz2` from https://dumps.wikimedia.org/wikidatawiki/entities/
   * Wikipedia: get `enwiki-latest-pages-articles-multistream.xml.bz2` from https://dumps.wikimedia.org/enwiki/latest/ (or for any other language)