diff --git a/examples/scaling_relations_pdfparsing-big-font.pdf b/examples/scaling_relations_pdfparsing-big-font.pdf
new file mode 100644
index 0000000..05e0ecb
Binary files /dev/null and b/examples/scaling_relations_pdfparsing-big-font.pdf differ
diff --git a/examples/strong_scaling.ipynb b/examples/strong_scaling.ipynb
index ef31a13..2ca2059 100644
--- a/examples/strong_scaling.ipynb
+++ b/examples/strong_scaling.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 122,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -54,16 +54,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 126,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "/System/Library/Fonts/Avenir.ttc\n",
       "/System/Library/Fonts/Avenir Next.ttc\n",
-      "/System/Library/Fonts/Avenir Next Condensed.ttc\n",
-      "/System/Library/Fonts/Avenir.ttc\n"
+      "/System/Library/Fonts/Avenir Next Condensed.ttc\n"
      ]
     }
    ],
@@ -85,6 +85,14 @@
     "        # font_manager.fontManager.ttflist.extend(fontpath)\n",
     "        plt.rcParams[\"font.family\"] = \"Avenir\"\n",
     "\n",
+    "# Set font sizes globally\n",
+    "plt.rcParams[\"font.size\"] = 24\n",
+    "plt.rcParams[\"axes.titlesize\"] = 24\n",
+    "plt.rcParams[\"axes.labelsize\"] = 18\n",
+    "plt.rcParams[\"xtick.labelsize\"] = 16\n",
+    "plt.rcParams[\"ytick.labelsize\"] = 16\n",
+    "plt.rcParams[\"legend.fontsize\"] = 16\n",
+    "\n",
     "\n",
     "def ideal_scaling(x_values: list[Any], y0: float) -> list[Any]:\n",
     "    \"\"\"\n",
@@ -111,7 +119,12 @@
     "    # plt.rcParams[\"font.family\"] = \"Avenir Regular\"\n",
     "    plt.rcParams[\"font.size\"] = 14\n",
     "    markers = [\"o\", \"s\", \"d\", \"p\", \"*\", \"v\", \"^\", \"<\"]\n",
-    "    colors = [\"mediumpurple\", \"cornflowerblue\", \"mediumaquamarine\", \"lightcoral\"]\n",
+    "    colors = [\n",
+    "        \"mediumpurple\",\n",
+    "        \"cornflowerblue\",\n",
+    "        \"mediumaquamarine\",\n",
+    "        \"lightcoral\",\n",
+    "    ]\n",
     "    fig, ax = plt.subplots(figsize=(8, 6))\n",
     "    for x, y, label, marker, color in zip(x_values, y_values, labels, markers, colors):\n",
     "        ax.plot(x, y, label=label, marker=marker, color=color)\n",
@@ -494,18 +507,27 @@
     "sunspot_ngpus = [1 * 12, 4 * 12, 16 * 12, 32 * 12, 96 * 12]\n",
     "\n",
     "x_values = [polaris_ngpus, sunspot_ngpus]\n",
-    "y_values = [polaris_semantic_chunking_throughput, sunspot_semantic_chunking_throughput]\n",
+    "y_values = [\n",
+    "    polaris_semantic_chunking_throughput,\n",
+    "    sunspot_semantic_chunking_throughput,\n",
+    "]\n",
     "labels = [\"Polaris Semantic Chunking\", \"Sunspot Semantic Chunking\"]\n",
     "image_name = \"scaling_relations_semantic_chunking.pdf\"\n",
     "plot_scaling_relations(x_values, y_values, labels, image_name)\n",
     "\n",
-    "print(\"Polaris Semantic Chunking Throughput:\", polaris_semantic_chunking_throughput)\n",
-    "print(\"Sunspot Semantic Chunking Throughput:\", sunspot_semantic_chunking_throughput)"
+    "print(\n",
+    "    \"Polaris Semantic Chunking Throughput:\",\n",
+    "    polaris_semantic_chunking_throughput,\n",
+    ")\n",
+    "print(\n",
+    "    \"Sunspot Semantic Chunking Throughput:\",\n",
+    "    sunspot_semantic_chunking_throughput,\n",
+    ")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 128,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -1061,7 +1083,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/74/4jdnr7zn79q0h8cj7fy26vjm0000gn/T/ipykernel_47408/3899384454.py:66: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
+      "/var/folders/74/4jdnr7zn79q0h8cj7fy26vjm0000gn/T/ipykernel_62422/4207717623.py:83: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
       "  plt.show()\n"
      ]
     }
@@ -1120,7 +1142,16 @@
     "\n",
     "polaris_oreo_ngpus = [2 * 4, 32 * 4, 64 * 4, 128 * 4, 256 * 4]\n",
     "polaris_nougat_ngpus = [2 * 4, 32 * 4, 64 * 4, 128 * 4, 256 * 4]\n",
-    "sunspot_ngpus = [1 * 12, 2 * 12, 4 * 12, 8 * 12, 16 * 12, 32 * 12, 64 * 12, 96 * 12]\n",
+    "sunspot_ngpus = [\n",
+    "    1 * 12,\n",
+    "    2 * 12,\n",
+    "    4 * 12,\n",
+    "    8 * 12,\n",
+    "    16 * 12,\n",
+    "    32 * 12,\n",
+    "    64 * 12,\n",
+    "    96 * 12,\n",
+    "]\n",
     "\n",
     "x_values = [polaris_oreo_ngpus, polaris_nougat_ngpus, sunspot_ngpus]\n",
     "y_values = [\n",
@@ -1129,7 +1160,7 @@
     "    sunspot_nougat_throughput,\n",
     "]\n",
     "labels = [\"Polaris Oreo\", \"Polaris Nougat\", \"Sunspot Nougat\"]\n",
-    "image_name = \"scaling_relations_pdfparsing.pdf\"\n",
+    "image_name = \"scaling_relations_pdfparsing-big-font.pdf\"\n",
     "plot_scaling_relations(x_values, y_values, labels, image_name)\n",
     "\n",
     "print(\"Polaris Oreo Throughout: \", polaris_oreo_throughput)\n",
@@ -1304,7 +1335,16 @@
    ],
    "source": [
     "polaris_nougat_ngpus = [2 * 4, 32 * 4, 64 * 4, 128 * 4, 256 * 4]\n",
-    "sunspot_ngpus = [1 * 12, 2 * 12, 4 * 12, 8 * 12, 16 * 12, 32 * 12, 64 * 12, 96 * 12]\n",
+    "sunspot_ngpus = [\n",
+    "    1 * 12,\n",
+    "    2 * 12,\n",
+    "    4 * 12,\n",
+    "    8 * 12,\n",
+    "    16 * 12,\n",
+    "    32 * 12,\n",
+    "    64 * 12,\n",
+    "    96 * 12,\n",
+    "]\n",
     "\n",
     "print(\"Polaris Accelerators\", polaris_nougat_ngpus)\n",
     "print(\"Sunspot Accelerators\", sunspot_ngpus)"