If only they actually tasted like chocolate. . . I suppose you can dream, right? More or less, a chocolate cherry tomato is not much different in flavor than a regular variety cherry tomato. They're sweet, but sometimes a little smokey in flavor. Personally, I like the darker varieties of cherry tomatoes as they normally develop stronger and more complex flavor profiles.