It is not explicitly stated how long bugbear arms are. Instead, they are referred to as long because of their Long-Limbed ability, which can be found on Volo’s Guide to Monsters on page 119. Based on the description of the ability, the creature can reach 5 feet greater than normal, so it could be that bugbear arms have an additional 5 ft. in height at least.