We discuss the proof of a conjecture of Chuang-Diaconescu-Pan for refined stable pair invariants of local curve geometries, and give an application (joint with Pixton) to studying the motivic classes of spaces of twisted Higgs bundles on a curve, following ideas of C-D-P and Mozgovoy.