diff --git a/benchmark/README.md b/benchmark/README.md
index dae73879..bd8229d7 100644
--- a/benchmark/README.md
+++ b/benchmark/README.md
@@ -97,7 +97,7 @@ Experimental setting: 20 Optuna search trials for XGBoost and CatBoost. 3 Optuna
 |                     | 0                       |
 |:--------------------|:------------------------|
 | XGBoost             | 0.792±0.000 (28889s)    |
-| CatBoost            |      |
+| CatBoost            | 0.788±0.000 (240s)      |
 | LightGBM            |        |
 | Trompt              | 0.822±0.002 (15418s)    |
 | ResNet              | 0.831±0.001 (764s)      |