Here is a simple answer:
delete a from target_table a left JOIN (select max(id_field) as id, field_being_repeated
from target_table GROUP BY field_being_repeated) b
on a.field_being_repeated = b.field_being_repeated
and a.id_field = b.id_field
where b.id_field is null;