Finally, on a methodological front, a common practice to measure the semantic shift of words between consecutive time periods is to calculate their displacement error that results from "aligning" word vector representations across these time periods (Hamilton et al., 2016).
a subset of these words may have actually undergone semantic change and thus trying to align their representations across time is counter-intuitive for the task of semantic change detection, and -importantly -can result in drop in performance.