Chipmunks are considered "semiarboreal" or sometimes "semiterrestrial." While they're usually seen on the ground, they do climb well opportunistically to reach desired food sources - such as acorns. Very few rodents are strictly terrestrial or arboreal. Tree squirrels, as you know, are often seen on the ground, and ground squirrels sometimes climb. Chipmunks are intermediate.
