diff --git a/assets/benchmarks.svg b/assets/benchmarks.svg
index de267fc90..e578b8722 100644
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+     <path d="M 131.088 223.472813 
+L 307.87175 223.472813 
+Q 312.27175 223.472813 312.27175 219.072813 
+L 312.27175 64.436875 
+Q 312.27175 60.036875 307.87175 60.036875 
+L 131.088 60.036875 
+Q 126.688 60.036875 126.688 64.436875 
+L 126.688 219.072813 
+Q 126.688 223.472813 131.088 223.472813 
 z
-" transform="scale(0.015625)"/>
-      </defs>
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="text_32">
+     <!-- Edit Format -->
+     <g transform="translate(162.635656 84.618438) scale(0.22 -0.22)">
       <use xlink:href="#Helvetica-45"/>
       <use xlink:href="#Helvetica-64" x="66.699219"/>
       <use xlink:href="#Helvetica-69" x="122.314453"/>
@@ -1846,15 +1899,15 @@ z
       <use xlink:href="#Helvetica-74" x="489.013672"/>
      </g>
     </g>
-    <g id="patch_48">
+    <g id="patch_50">
      <path d="M 135.488 115.985625 
 L 179.488 115.985625 
 L 179.488 100.585625 
 L 135.488 100.585625 
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-" style="fill: #b3e6a8; stroke: #eeeeee; stroke-width: 0.25; stroke-linejoin: miter"/>
+" style="fill: #b3e6a8; stroke: #eeeeee; stroke-width: 2; stroke-linejoin: miter"/>
     </g>
-    <g id="text_31">
+    <g id="text_33">
      <!-- diff -->
      <g transform="translate(197.088 115.985625) scale(0.22 -0.22)">
       <use xlink:href="#Helvetica-64"/>
@@ -1863,15 +1916,15 @@ z
       <use xlink:href="#Helvetica-66" x="105.615234"/>
      </g>
     </g>
-    <g id="patch_49">
+    <g id="patch_51">
      <path d="M 135.488 147.352813 
 L 179.488 147.352813 
 L 179.488 131.952813 
 L 135.488 131.952813 
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-" style="fill: url(#h3e7e712c42); stroke: #eeeeee; stroke-width: 0.25; stroke-linejoin: miter"/>
+" style="fill: url(#h096bbb71c9); stroke: #eeeeee; stroke-width: 2; stroke-linejoin: miter"/>
     </g>
-    <g id="text_32">
+    <g id="text_34">
      <!-- diff-func -->
      <g transform="translate(197.088 147.352813) scale(0.22 -0.22)">
       <use xlink:href="#Helvetica-64"/>
@@ -1885,15 +1938,15 @@ z
       <use xlink:href="#Helvetica-63" x="305.712891"/>
      </g>
     </g>
-    <g id="patch_50">
+    <g id="patch_52">
      <path d="M 135.488 178.72 
 L 179.488 178.72 
 L 179.488 163.32 
 L 135.488 163.32 
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-" style="fill: #b3d1e6; stroke: #eeeeee; stroke-width: 0.25; stroke-linejoin: miter"/>
+" style="fill: #b3d1e6; stroke: #eeeeee; stroke-width: 2; stroke-linejoin: miter"/>
     </g>
-    <g id="text_33">
+    <g id="text_35">
      <!-- whole -->
      <g transform="translate(197.088 178.72) scale(0.22 -0.22)">
       <use xlink:href="#Helvetica-77"/>
@@ -1903,15 +1956,15 @@ z
       <use xlink:href="#Helvetica-65" x="205.664062"/>
      </g>
     </g>
-    <g id="patch_51">
+    <g id="patch_53">
      <path d="M 135.488 210.087188 
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 L 135.488 194.687188 
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-" style="fill: url(#h74ec823151); stroke: #eeeeee; stroke-width: 0.25; stroke-linejoin: miter"/>
+" style="fill: url(#h310909dbbf); stroke: #eeeeee; stroke-width: 2; stroke-linejoin: miter"/>
     </g>
-    <g id="text_34">
+    <g id="text_36">
      <!-- whole-func -->
      <g transform="translate(197.088 210.087188) scale(0.22 -0.22)">
       <use xlink:href="#Helvetica-77"/>
@@ -1930,12 +1983,12 @@ z
   </g>
  </g>
  <defs>
-  <clipPath id="pa23653cbc7">
+  <clipPath id="pe888c5c299">
    <rect x="115.688" y="49.036875" width="724.552" height="466.626088"/>
   </clipPath>
  </defs>
  <defs>
-  <pattern id="h3e7e712c42" patternUnits="userSpaceOnUse" x="0" y="0" width="72" height="72">
+  <pattern id="h096bbb71c9" patternUnits="userSpaceOnUse" x="0" y="0" width="72" height="72">
    <rect x="0" y="0" width="73" height="73" fill="#b3e6a8"/>
    <path d="M 0 68 
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@@ -2445,7 +2498,7 @@ L 73.175571 -1.618034
 L 72 -4 
 " style="fill: #eeeeee; stroke: #eeeeee; stroke-width: 0.5; stroke-linecap: butt; stroke-linejoin: miter"/>
   </pattern>
-  <pattern id="h74ec823151" patternUnits="userSpaceOnUse" x="0" y="0" width="72" height="72">
+  <pattern id="h310909dbbf" patternUnits="userSpaceOnUse" x="0" y="0" width="72" height="72">
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diff --git a/benchmark/benchmark.py b/benchmark/benchmark.py
index 18a1b05fa..bb9c8122d 100755
--- a/benchmark/benchmark.py
+++ b/benchmark/benchmark.py
@@ -99,10 +99,10 @@ def show_stats(dirnames):
         models = df.index
 
         for i, fmt in enumerate(formats):
-            if zorder:
+            if zorder > 1:
                 edge = dict(
                     edgecolor="#eeeeee",
-                    linewidth=0.25,
+                    linewidth=2,
                 )
             else:
                 edge = dict()
@@ -135,15 +135,31 @@ def show_stats(dirnames):
     ax.set_xticks([p + 1.5 * width for p in pos])
     ax.set_xticklabels(models, rotation=45)
 
+    ax.annotate(
+        "First coding\nattempt",
+        xy=(2.9, 50),
+        xytext=(2.25, 88),
+        horizontalalignment="center",
+        arrowprops={"arrowstyle": "->", "connectionstyle": "arc3,rad=0.3"},
+    )
+    ax.annotate(
+        "Second attempt,\nafter seeing\nunittest errors",
+        xy=(3.1, 68),
+        xytext=(4.25, 80),
+        horizontalalignment="center",
+        arrowprops={"arrowstyle": "->", "connectionstyle": "arc3,rad=0.3"},
+    )
+
     ax.set_ylabel("Percent of exercises with\nall unittests passing")
     # ax.set_xlabel("Model")
-    ax.set_title("Code editing success rate by model & edit format")
+    ax.set_title("Code Editing Success")
     ax.legend(
         title="Edit Format",
         loc="upper left",
         # bbox_to_anchor=(0.95, 0.95),
     )
     ax.set_ylim(top=100)
+
     plt.tight_layout()
     plt.savefig("tmp.svg")
     imgcat(fig)