diff --git a/scripts/generate_latex_table.py b/scripts/generate_latex_table.py
new file mode 100644
index 000000000..4b35f4209
--- /dev/null
+++ b/scripts/generate_latex_table.py
@@ -0,0 +1,25 @@
+"""
+aggregate benchmark csv file to generate latex table
+"""
+import argparse
+import pandas as pd
+
+
+def gen_latex_table(raw_df, fname="table_perf.tex",
+                    group="method", str_perf="acc"):
+    """
+    aggregate benchmark csv file to generate latex table
+    """
+    df_result = raw_df.groupby(group)[str_perf].agg(["mean", "std"])
+    latex_table = df_result.to_latex(float_format="%.3f")
+    with open(fname, 'w') as file:
+        file.write(latex_table)
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description="Read a CSV file")
+    parser.add_argument("filename", help="Name of the CSV file to read")
+    args = parser.parse_args()
+
+    df = pd.read_csv(args.filename, index_col=False, skipinitialspace=True)
+    gen_latex_table(df)