diff --git a/paper/paper.bib b/paper/paper.bib
index f3f4957..831091d 100644
--- a/paper/paper.bib
+++ b/paper/paper.bib
@@ -19,7 +19,7 @@ @book{Ebbi85
 	author = {H. Ebbinghaus},
 	publisher = {Teachers College, Columbia University},
 	title = {On Memory: A contribution to experimental psychology},
-	year = {{1885/1913}}}
+	year = {1885/1913}}
 
 @incollection{MannEtal15,
 	Author = {J. R. Manning and K. A. Norman and M. J. Kahana},
@@ -28,7 +28,7 @@ @incollection{MannEtal15
 	Pages = {557-566},
 	Publisher = {{MIT} Press},
 	Title = {The role of context in episodic memory},
-	Year = {2015}}
+	Year = 2015}
 
 @article{Murd62a,
 	author = {B. B. Murdock},
@@ -37,7 +37,7 @@ @article{Murd62a
 	pages = {482-488},
 	title = {The serial position effect of free recall},
 	volume = {64},
-	year = {1962},
+	year = 1962,
 	bdsk-Url-1 = {http://dx.doi.org/10.1037/h0045106}}
 
 @article{Kaha96,
@@ -47,7 +47,7 @@ @article{Kaha96
 	pages = {103--109},
 	title = {Associative retrieval processes in free recall},
 	volume = {24},
-	year = {1996},
+	year = 1996,
 	bdsk-Url-1 = {http://dx.doi.org/10.3758/BF03197276}}
 
 
@@ -56,20 +56,20 @@ @book{Kaha12
 	Author = {M. J. Kahana},
 	Publisher = {Oxford University Press},
 	Title = {Foundations of Human Memory},
-	Year = {2012}}
+	Year = 2012}
 
 @article{Hoga75,
 	author = {Hogan, R. M.},
-	journal = MC,
+	journal = {MC},
 	pages = {197-209},
 	title = {Interitem encoding and directed search in free recall},
 	volume = {3},
-	year = {1975}}
+	year = 1975}
 
 @misc{WaskEtal16,
 	author = {Michael Waskom, Olga Botvinnik, Drew Okane, Paul Hobson, David , Yaroslav Halchenko, Saulius Lukauskas, John B. Cole, Jordi Warmenhoven, Julian de Ruiter, Stephan Hoyer, Jake Vanderplas, Santi Villalba , Gero Kunter, Eric Quintero, Marcel Martin, Alistair Miles, Kyle Meyer, Tom Augspurger, Tal Yarkoni, Pete Bachant, Mike Williams, Constantine Evans, Clark Fitzgerald, Brian, Daniel Wehner, Gregory Hitz, Erik Ziegler, Adel Qalieh, Antony Lee},
 	doi = {10.5281/zenodo.54844},
-	month = jun,
-	title = {{Seaborn: v0.7.1 (June 2016)}},
+	month = {jun},
+	title = {Seaborn: v0.7.1 (June 2016)},
 	url = {https://doi.org/10.5281/zenodo.54844},
-	year = {2016}}
+	year = 2016}