diff --git a/src/docs/JOSS/paper.md b/src/docs/JOSS/paper.md
index 99f1e468270..1cf0caf9bfc 100644
--- a/src/docs/JOSS/paper.md
+++ b/src/docs/JOSS/paper.md
@@ -166,20 +166,21 @@ In cases where such tight coupling is not required, one may decompose the monoli
| Machine | Nodes | Ranks | DoF/rank | Newton
iterations
per timestep
(avg.) | GMRES
iterations
per Newton
(avg.) | Setup
[s] | Solve
[s] | Efficiency |
-| :-------: | ---: | ---: |--------: | :-------: | :-------: | :-----: | :-----: | ------: |
-| | 2 | 72 | 226.3K | 7.5 | 30.3 | 6,709 | 13,725 | 100% |
-| Quartz | 4 | 144 | 113.1K | 7.5 | 30.9 | 3,816 | 7,479 | 90% |
-| | 8 | 288 | 56.6K | 7.6 | 30.9 | 2,290 | 4,296 | 78% |
-| | 16 | 576 | 28.3K | 7.6 | 31.2 | 1,699 | 2,234 | 65% |
+| :-------: | ---: | ---: |--------: | :-------: | :-------: | :-----: | -----: | ----------: |
+| | 2 | 72 | 226K | 7.5 | 30.3 | 6,709 | 13,725 | 100% |
+| Quartz | 4 | 144 | 113K | 7.5 | 30.9 | 3,816 | 7,479 | 90% |
+| | 8 | 288 | 56.6K | 7.6 | 30.9 | 2,290 | 4,296 | 78% |
+| | 16 | 576 | 28.3K | 7.6 | 31.2 | 1,699 | 2,234 | 65% |
+Table 1: Strong scaling on LLNL/Quartz (Intel Xeon E5-2695 v4)
| Machine | Nodes | Ranks | DoF/rank | Newton
iterations
per timestep
(avg.) | GMRES
iterations
per Newton
(avg.) | Setup
[s] | Solve
[s] | Efficiency |
-| :-------: | ---: | ---: |--------: | :-------: | :-------: | :-----: | :-----: | ------: |
-| | 4 | 16 | 1,018.3K | 7.7 | 44.3 | 2,830 | 4,364 | 100% |
-| Lassen | 8 | 32 | 509.2K | 7.5 | 46.2 | 1,834 | 3,636 | 66% |
-| | 16 | 64 | 254.6K | 7.5 | 45.6 | 1,473 | 3,775 | 3% |
+| :-------: | ---: | ---: |--------: | :-------: | :-------: | :-----: | -----: | ----------: |
+| | 4 | 16 | 1,018K | 7.7 | 44.3 | 2,830 | 4,364 | 100% |
+| Lassen | 8 | 32 | 509K | 7.5 | 46.2 | 1,834 | 3,636 | 66% |
+| | 16 | 64 | 255K | 7.5 | 45.6 | 1,473 | 3,775 | 3% |
-Table: Your Caption
+Table 2: Strong scaling on LLNL/Lassen (NVIDIA V100)
![Scaling results for compositional flow on ORNL/Frontier.\label{fig:Frontier_CMPF_Scaling}](GEOS_Frontier.pdf){ width=40% }