are you sure you have the right siblings?
Lancashire bmd shows 3 other births with mmn as Leather as:
Harry b1901
Wiifred b 1904
George 1907
all in Hindley and same names as shown in the 1911 census living with a George Leather and except for Winifred who seems to have died in 1905