hi ptrblck, I got the reason why my model got worse when I load the model.It was because that I didn’t save the word2idx dict, so when I loaded the model, the word2idx dict are not persistent with the word2idx when model was trained. So the problem is solved when I save the word2idx also. Thanks, it was my fault.