diff --git a/docs/report/1H-codesign-paper/build/main.pdf b/docs/report/1H-codesign-paper/build/main.pdf
index 5e5f73d..06b5880 100644
Binary files a/docs/report/1H-codesign-paper/build/main.pdf and b/docs/report/1H-codesign-paper/build/main.pdf differ
diff --git a/docs/report/1H-codesign-paper/figures/gqa_short_context/per_cube_tradeoff_mode_compare.png b/docs/report/1H-codesign-paper/figures/gqa_short_context/per_cube_tradeoff_mode_compare.png
index a80f262..7f3bd35 100644
Binary files a/docs/report/1H-codesign-paper/figures/gqa_short_context/per_cube_tradeoff_mode_compare.png and b/docs/report/1H-codesign-paper/figures/gqa_short_context/per_cube_tradeoff_mode_compare.png differ
diff --git a/docs/sweeps/plot_scripts/plot_short_context.py b/docs/sweeps/plot_scripts/plot_short_context.py
index 728447a..c9c88e7 100644
--- a/docs/sweeps/plot_scripts/plot_short_context.py
+++ b/docs/sweeps/plot_scripts/plot_short_context.py
@@ -171,7 +171,7 @@ def fig_per_cube_tradeoff(fname):
                          group_color=MODE_COLOR, ylabel=ylabel,
                          title=phase.capitalize(),
                          y_log=log, value_fmt=fmt)
-    fig.suptitle("Per-cube trade-off: HBM BW + IPCQ mode comparison",
+    fig.suptitle("Per-cube trade-off: KV footprint + IPCQ mode comparison",
                  fontsize=12, fontweight="bold")
     fig.tight_layout()
     out = OUT / fname