diff --git a/benchmark/benchmark.py b/benchmark/benchmark.py
index a5c9de9b0..599ec0efb 100755
--- a/benchmark/benchmark.py
+++ b/benchmark/benchmark.py
@@ -57,7 +57,7 @@ def show_stats(dirnames):
     df = pd.DataFrame.from_records(rows)
     df.sort_values(by=["model", "edit_format"], inplace=True)
 
-    df_grouped = df.groupby(["model", "edit_format"])["pass_rate_1"].mean()
+    df_grouped = df.groupby(["model", "edit_format"])["pass_rate_1"].mean().sort_values(ascending=False)
     fig, ax = plt.subplots(figsize=(10, 6))
     df_grouped.unstack().plot(kind="barh", ax=ax)