fluid ounce, since most liquids used in food are nearly the same density.
/edit to add to this, after a cup most things that are dry are not measure in pints, quarts or gallons. For example, you don’t hear anyone say “you’ll need 1 pint of flour”, they’ll just say 4 cups.
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