diff --git a/content/algologs.en.md b/content/algologs.en.md
index 23c3e469..30aba5d1 100644
--- a/content/algologs.en.md
+++ b/content/algologs.en.md
@@ -66,9 +66,9 @@ Varia - Gouwstraat 3, Rotterdam<br>
 **Links to previous exercises around these topics**
 
 * [Algoliterary Encounters](http://www.algolit.net/index.php/Algoliterary_Encounters), a multi-day event in November 2017 around machine learning & word-embeddings with guided tours, presented tools, two lectures and two workshops.
-* [word2vec_basic.py step-by-step](http://www.algolit.net/index.php/Word2vec_basic.py)
-* [You should know a word by the compant it keeps, graphs generated by word2vec](http://www.algolit.net/index.php/You_shall_know_a_word_by_the_company_it_keeps)
-* [Crowd Embeddings, a first-step into a case study of applied word-embeddings](http://www.algolit.net/index.php/Crowd_Embeddings)
+* [word2vec_basic.py](http://www.algolit.net/index.php/Word2vec_basic.py), step-by-step
+* [You should know a word by the compant it keeps](http://www.algolit.net/index.php/You_shall_know_a_word_by_the_company_it_keeps), graphs generated by word2vec
+* [Crowd Embeddings](http://www.algolit.net/index.php/Crowd_Embeddings), a first-step into a case study of applied word-embeddings
 
 
 
diff --git a/content/algologs.nl.md b/content/algologs.nl.md
index b4650ad7..5a07b001 100644
--- a/content/algologs.nl.md
+++ b/content/algologs.nl.md
@@ -66,9 +66,9 @@ Varia - Gouwstraat 3, Rotterdam <br>
 ** Links naar eerdere oefeningen rond deze onderwerpen **
 
 * [Algoliterary Encounters](http://www.algolit.net/index.php/Algoliterary_Encounters), een meerdaags evenement in november 2017 rond machine learning & word-embeddings met rondleidingen, gepresenteerde tools, twee lezingen en twee workshops.
-* [word2vec_basic.py stap voor stap](http://www.algolit.net/index.php/Word2vec_basic.py)
-* [*You should know a word by the compant it keeps*, grafieken gegenereerd door word2vec](http://www.algolit.net/index.php/You_shall_know_a_word_by_the_company_it_keeps)
-* [Crowd Embeddings, een eerste stap naar een case study rondom toegepaste woordinbeddingen](http://www.algolit.net/index.php/Crowd_Embeddings)
+* [word2vec_basic.py](http://www.algolit.net/index.php/Word2vec_basic.py), stap voor stap
+* [You should know a word by the compant it keeps](http://www.algolit.net/index.php/You_shall_know_a_word_by_the_company_it_keeps), grafieken gegenereerd door word2vec
+* [Crowd Embeddings](http://www.algolit.net/index.php/Crowd_Embeddings), een eerste stap naar een case study rondom toegepaste woordinbeddingen