Tree-based LSTM models have been shown to often perform better than purely sequential bi-LSTMs (Tai et al., 2015;Miwa and Bansal, 2016), but depend on parsed input.
adding genre information does not help, but adding attention within the local clause yields an improvement of 2.44 percentage points (pp).