(2015) empirically concludes that syntax tree-based sentence modeling are effective for tasks requiring relative long-term context features.
some works propose to abandon the syntax tree but to adopt the latent tree for sentence modeling (Choi et al., 2018;Maillard et al., 2017;Williams et al., 2018).