In general, lilies do fine at a neutral to slightly acid pH 7-6.8).
L. regale will tolerate a wide range, 7.5-6.0, and maybe even pH 5. Orientals will prefer acid soil of pH 6-6.5, but will grow fine in pH 6.8 if other conditions suit them well. pH 5 is likely the lower limit for orientals.
