diff --git a/benchmark/benchmark.py b/benchmark/benchmark.py
index bffd874e8..fcfc4512c 100755
--- a/benchmark/benchmark.py
+++ b/benchmark/benchmark.py
@@ -16,8 +16,8 @@ from typing import List
 
 import git
 import lox
-import pandas as pd
 import matplotlib.pyplot as plt
+import pandas as pd
 import prompts
 import typer
 from rich.console import Console
@@ -38,21 +38,29 @@ def show_stats(dirnames):
     rows = []
     for dirname in dirnames:
         row = summarize_results(dirname)
+        if not row:
+            continue
+
+        if row.model == "gpt-3.5-turbo":
+            row.model = "gpt-3.5-turbo-0613"
+
         rows.append(vars(row))
 
     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.unstack().plot(kind='barh', figsize=(10, 6))
+    dump(df_grouped)
+    dump(df_grouped.unstack())
+    df_grouped.unstack().plot(kind="barh", figsize=(10, 6))
 
-    plt.xlabel('Pass Rate 1')
-    plt.ylabel('Model')
-    plt.title('Pass Rate 1 for each Model/Edit Format')
-    plt.legend(title='Edit Format')
+    plt.xlabel("Pass Rate 1")
+    plt.ylabel("Model")
+    plt.title("Pass Rate 1 for each Model/Edit Format")
+    plt.legend(title="Edit Format")
     plt.show()
 
-    df.to_csv("tmp.benchmark.csv")
+    # df.to_csv("tmp.benchmarks.csv")
 
 
 def resolve_dirname(dirname, use_single_prior, make_new):