The female eggplant has a more neutral and slightly sweet taste. Both types are slightly spongy. Tips: Salt removes some of the natural bitterness from the eggplant â smaller eggplants are also less likely to be bitter and have less seeds. Avoid eggplants that have soft spots or skin that isnât firm and taut.