diff --git a/benchmark/over_time.py b/benchmark/over_time.py
new file mode 100644
index 000000000..b3fec4b95
--- /dev/null
+++ b/benchmark/over_time.py
@@ -0,0 +1,33 @@
+import matplotlib.pyplot as plt
+import yaml
+from datetime import datetime
+
+def plot_over_time(yaml_file):
+    with open(yaml_file, 'r') as file:
+        data = yaml.safe_load(file)
+
+    dates = []
+    pass_rates = []
+    models = []
+
+    for entry in data:
+        if 'released' in entry and 'pass_rate_2' in entry:
+            dates.append(datetime.strptime(entry['released'], '%Y-%m-%d'))
+            pass_rates.append(entry['pass_rate_2'])
+            models.append(entry['model'])
+
+    plt.figure(figsize=(10, 6))
+    plt.scatter(dates, pass_rates, c='blue', alpha=0.5)
+
+    for i, model in enumerate(models):
+        plt.annotate(model, (dates[i], pass_rates[i]), fontsize=8, alpha=0.75)
+
+    plt.xlabel('Release Date')
+    plt.ylabel('Pass Rate 2')
+    plt.title('Model Performance Over Time')
+    plt.grid(True)
+    plt.tight_layout()
+    plt.show()
+
+# Example usage
+plot_over_time('_data/edit_leaderboard.yml')