a bidirectional long-short term memory (BiLSTM) followed by a conditional random fields (CRF) module).
in the textual IE task, we obtain an improvement of 0.5% over SeqIE on the CONLL03 dataset, and an improvement of 1.4% on the chemical entity extraction (Krallinger et al., 2015).