diff --git a/docs/paper/paper.bib b/docs/paper/paper.bib
index 304e0ab9..bc8c4cc5 100644
--- a/docs/paper/paper.bib
+++ b/docs/paper/paper.bib
@@ -55,7 +55,7 @@ @book{hastie2009elements
 }
 
 @article{neath2012bayesian,
-  title={The Bayesian information criterion: background, derivation, and applications},
+  title={The {Bayesian} information criterion: background, derivation, and applications},
   author={Neath, Andrew A and Cavanaugh, Joseph E},
   journal={Wiley Interdisciplinary Reviews: Computational Statistics},
   volume={4},
@@ -119,7 +119,7 @@ @article{wickham2014tidy
 
 # alternative synthetic data packages
 @article{nowok2016synthpop,
-  title={synthpop: Bespoke creation of synthetic data in R},
+  title={synthpop: Bespoke creation of synthetic data in {R}},
   author={Nowok, Beata and Raab, Gillian M and Dibben, Chris},
   journal={Journal of statistical software},
   volume={74},
@@ -129,7 +129,7 @@ @article{nowok2016synthpop
 }
 
 @article{templ2017simulation,
-  title={Simulation of synthetic complex data: The R package simPop},
+  title={Simulation of synthetic complex data: The {R} package simPop},
   author={Templ, Matthias and Meindl, Bernhard and Kowarik, Alexander and Dupriez, Olivier},
   journal={Journal of Statistical Software},
   volume={79},
diff --git a/docs/paper/paper.pdf b/docs/paper/paper.pdf
index 864a26a3..64be56e3 100644
Binary files a/docs/paper/paper.pdf and b/docs/paper/paper.pdf differ