diff --git a/benchmark/swe_bench_lite.py b/benchmark/swe_bench_lite.py
index b719a6ab8..023f50d5f 100644
--- a/benchmark/swe_bench_lite.py
+++ b/benchmark/swe_bench_lite.py
@@ -1,8 +1,10 @@
+import sys
+from pathlib import Path
+
 import matplotlib.pyplot as plt
 from imgcat import imgcat
 from matplotlib import rc
-import sys
-from pathlib import Path
+
 
 def plot_swe_bench_lite(data_file):
     with open(data_file, "r") as file:
@@ -32,7 +34,7 @@ def plot_swe_bench_lite(data_file):
     rc("font", **font_params)
     plt.rcParams["text.color"] = font_color
 
-    fig, ax = plt.subplots(figsize=(10, 5))
+    fig, ax = plt.subplots(figsize=(10, 6))
     ax.grid(axis="y", zorder=0, lw=0.2)
     for spine in ax.spines.values():
         spine.set_edgecolor("#DDDDDD")
@@ -43,7 +45,7 @@ def plot_swe_bench_lite(data_file):
     for model, pass_rate, color in zip(models, pass_rates, colors):
         alpha = 0.9 if "Aider" in model else 0.3
         hatch = ""
-        #if "lite" not in data_file:
+        # if "lite" not in data_file:
         #    hatch = "///" if "(570)" in model else ""
         bar = ax.bar(model, pass_rate, color=color, alpha=alpha, zorder=3, hatch=hatch)
         bars.append(bar[0])
@@ -78,19 +80,21 @@ def plot_swe_bench_lite(data_file):
         color=font_color,
     )
 
-
     # Add note at the bottom of the graph
-    note = "Note: (570) and (2294) refer to the number of instances that were processed by the agent."
+    note = (
+        "Note: (570) and (2294) refer to the number of SWE Bench instances that were benchmarked."
+    )
     plt.figtext(
-        0.5, 0.025,
+        0.5,
+        0.025,
         note,
         wrap=True,
-        horizontalalignment='center',
+        horizontalalignment="center",
         fontsize=12,
         color=font_color,
     )
 
-    plt.tight_layout(pad=5.0)
+    plt.tight_layout(pad=3.0)
 
     out_fname = Path(data_file)
     plt.savefig(out_fname.with_suffix(".jpg").name)