The germ of this paper came when using the automatic word intrusion methodology<cite> (Lau et al., 2014)</cite> , and noticing that introducing one extra word to a given topic can dramatically change the accuracy of intruder word prediction. This forms the kernel of this paper: to better understand the impact of the topic cardinality hyper-parameter on the evaluation of topic coherence.