On the other hand, cautiously using only the most recent data risks overfitting to short-term trends and missing important timeinsensitive effects (Blei and Lafferty, 2006;Wang et al., 2008).
in this paper, we take steps toward methods for capturing long-range temporal dynamics in language use.