We have been teaching thousands of students Mandarin and can say that so far we have not seen any major difference in the learning speed of girls and boys. The teaching quality, intensity of classes, homework, teacher / student relationship, motivation etc. are all very important determinants of how fast a student learns Mandarin, however gender is not.