According to both distance metrics employed in this work, scaffold and scaffold generic splitting consistently produced the least challenging test sets among the seven investigated splitters. These results show that scaffold splitting can lead to overly optimistic perfor-mance estimates compared to more rigorous evaluation methods such as clustering based on molecular structures.