The signature taste of fall is losing popularity, according to a new survey, which found that 52% of respondents are tired of pumpkin spice and 60% believe there are better flavors of fall. What are those flavors? Cinnamon (39%), salted caramel (37%), and apple (36%) all ranked higher than pumpkin spice (32%). Maple was popular with 28% of those surveyed.