diff --git a/src/docs/JOSS/paper.md b/src/docs/JOSS/paper.md
index 01b19b33537..e38adfad3f2 100644
--- a/src/docs/JOSS/paper.md
+++ b/src/docs/JOSS/paper.md
@@ -163,7 +163,7 @@ In cases where such tight coupling is not required, one may decompose the monoli
+===================+============+=====================+
-->
-| Nodes | Ranks | DoF/rank | $\Large \frac{\textbf{Newton iter}}{\textbf{timestep}}$ | $\Large \frac{\textbf{GMRES iter}}{\textbf{Newton iter}}$ | Setup
[s] | Solve
[s] | Efficiency |
+| Nodes | Ranks | DoF/rank | $\Large \frac{\text{Newton iter}}{\text{timestep}}$ | $\Large \frac{\textbf{GMRES iter}}{\textbf{Newton iter}}$ | Setup
[s] | Solve
[s] | Efficiency |
| :---: | :---: | :------: | :-------------: | :-------------: | :-----: | :---: | ----------: |
| 2 | 72 | 226K | 7.5 | 30.3 | 6,709 | 13,725 | 100% |
| 4 | 144 | 113K | 7.5 | 30.9 | 3,816 | 7,479 | 90% |