No, seeds do not germinate faster with fertilizer than without. The seeds do not actually need fertilizer for the first few weeks of their life. It would be a seed sowing mistake to feed too early as germination can actually be hindered if there is too much fertilizer in the soil. It is always recommended to hold off applying fertilizer until the seedlings have developed their true leaves.