diff --git a/qlib/contrib/model/catboost_model.py b/qlib/contrib/model/catboost_model.py
index ee9d5a4f8..8a55d0385 100644
--- a/qlib/contrib/model/catboost_model.py
+++ b/qlib/contrib/model/catboost_model.py
@@ -54,11 +54,13 @@ class CatBoostModel(Model):
 		self.model.fit(
 			train_pool, 
 			eval_set = valid_pool,
-			use_best_model = True
+			use_best_model = True,
+			**kwargs
 		)
-
-		evals_result["train"] = list(self.model.get_evals_result().values())[0]
-		evals_result["valid"] = self.model.get_test_eval()
+		
+		evals_result = self.model.get_evals_result()
+		evals_result["train"] = list(evals_result["learn"].values())[0]
+		evals_result["valid"] = list(evals_result["validation"].values())[0]
 
 
 	def predict(self, dataset):