Since aligning word-character lattice structure for batch training is usually non-trivial, the lattice LSTM (Zhang and Yang, 2018) suffers from slow speeds in training and testing.
the output of j-th layer is a new set of node features, NF (j+1) = {f 1 , f 2 , ..., f N }.