Simply swipe the bookmark away to delete. Currently there is no way to manage them.
Actually you can manage them to some extent on the stock browser. This patch allows for both sorting (alphabetically) and adding a 32x32px image for each. Works perfect for me which is a shame because they guy didn't get much attention for it.