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Watermelon and avocados are berries, but strawberries are not: A berry is a fleshy fruit produced from a single ovary. This makes watermelon and avocados part of the berry family, but not strawberries. Strawberries are called accessory fruits, which means the seeds come not from the ovaries but from the receptacle in which the ovaries are found.