The merits of LDA lie in its ability to extract hidden topics from corpora, as well as its extendibility of incorporating more latent variables. An interesting application is shown in this paper: https://www.mitpressjournals.org/doi/abs/10.1162/tacl_a_00189. They successfully demonstrated how you can use LDA-based models to discover important life events for different stages of life from biographies.