The combination of beer and chocolate sounds enticing, and chocolate beers have become a trend thanks to breweries like Yuengling, which has often collaborated with chocolate manufacturer Hershey's to produce beers like the "Chocolate Porter." However, chocolate beers can be deceiving, and while you may be tasting chocolate, you might not be drinking a "true" chocolate beer.