Hi Cabs21,
Chemically speaking, I don't know what causes tackiness, however in my experience it is mostly related to the hardness of the TPU.
I had a project to injection mold a soft grade of TPU, and when it comes out of the mold it is warm and incredibly sticky. Even after it cools, it is...