diff --git a/reports/paper.bib b/reports/paper.bib
index dda98c1..4519552 100644
--- a/reports/paper.bib
+++ b/reports/paper.bib
@@ -88,7 +88,7 @@ @article{pedregosa_scikit-learn_2011
   file = {C\:\\Users\\sterg\\Zotero\\storage\\AT4FWI28\\Pedregosa et al_2011_Scikit-learn.pdf}
 }
 
-@article{tshitoyanUnsupervisedWordEmbeddings2019,
+@article{tshitoyan_unsupervised_2019,
   title = {Unsupervised Word Embeddings Capture Latent Knowledge from Materials Science Literature},
   author = {Tshitoyan, Vahe and Dagdelen, John and Weston, Leigh and Dunn, Alexander and Rong, Ziqin and Kononova, Olga and Persson, Kristin A. and Ceder, Gerbrand and Jain, Anubhav},
   year = {2019},