XGBClasifier and GridSearchCV / cross_val_score: problem with scoring “neg_log_loss”

Question

I\'m performing GridSearchCV on XGBClassifier with early stopping and I want to use, among others, "neg_log_loss" as scoring function. If I run the following code: