diff --git a/paper/grafzahl_sp.pdf b/paper/grafzahl_sp.pdf
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diff --git a/paper/grafzahl_sp.qmd b/paper/grafzahl_sp.qmd
index 31835bf..fd866ea 100644
--- a/paper/grafzahl_sp.qmd
+++ b/paper/grafzahl_sp.qmd
@@ -24,12 +24,14 @@ firstpage: 76
 doi: "10.5117/CCR2023.1.003.CHAN"
 bibliography      : "grafzahl_sp.bib"
 shortauthors: "Chan"
+knitr:
+  opts_chunk:
+    fig.path: img/
 format:
   ccr-pdf:
     keep-tex: true
 ---
 
-
 ## Put the R back in Transformers
 
 The purpose of this R package, `grafzahl`, is to provide the missing link between R and modern Transformers language models. Under the hood, the training part is based on the Python packages `transformers` [@wolf-etal-2020-transformers] and `simpletransformers` [@simpletransformers]. The integration based on `reticulate` [@reticulate] is seamless. With this seamless integration provided, communication researchers can produce the most advanced supervised learning models entirely from within R. This package provides the function `grafzahl()`, which emulates the behaviors of `quanteda.textmodels` [@quantedatextmodels]. [^f]
diff --git a/paper/grafzahl_sp.tex b/paper/grafzahl_sp.tex
index 20a82cb..b076213 100644
--- a/paper/grafzahl_sp.tex
+++ b/paper/grafzahl_sp.tex
@@ -229,7 +229,7 @@
 \pubyear{2023}
 \firstpage{76}
 \doi{10.5117/CCR2023.1.003.CHAN}
-\shortauthors{Chan}\ifdefined\Shaded\renewenvironment{Shaded}{\begin{tcolorbox}[borderline west={3pt}{0pt}{shadecolor}, sharp corners, breakable, boxrule=0pt, interior hidden, enhanced, frame hidden]}{\end{tcolorbox}}\fi
+\shortauthors{Chan}\ifdefined\Shaded\renewenvironment{Shaded}{\begin{tcolorbox}[sharp corners, interior hidden, breakable, borderline west={3pt}{0pt}{shadecolor}, boxrule=0pt, enhanced, frame hidden]}{\end{tcolorbox}}\fi
 
 \hypertarget{put-the-r-back-in-transformers}{%
 \subsection{Put the R back in
@@ -466,7 +466,7 @@ \subsubsection{Step 5: Evaluate
 
 \begin{figure}
 
-{\centering \includegraphics{grafzahl_sp_files/figure-pdf/fig-fig1-1.pdf}
+{\centering \includegraphics{img/fig-fig1-1.pdf}
 
 }
 
diff --git a/paper/grafzahl_sp_files/figure-pdf/fig-fig1-1.pdf b/paper/img/fig-fig1-1.pdf
similarity index 67%
rename from paper/grafzahl_sp_files/figure-pdf/fig-fig1-1.pdf
rename to paper/img/fig-fig1-1.pdf
index 5cabb51..882fc5d 100644
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