Cannoli is actually the plural-- of these little Sicilian pastry deserts. So if you're talking about one - the word is "cannolo". They are a a pastry which usually has mascarpone cheese wrapped in pastry dough and then baked. Usually the cheese filling has flavorings added like chocolate, hazelnut, vanilla, etc. Here is a picture of some cannoli... 
