Experiment results on ACE 2005 Chinese and English corpus show that our proposed approach can successfully address the data imbalance problem and significantly improve the performance, outperforming the state-of-the-art models in terms of F1-score.
we find BIO tag embeddings very effective, which we believe could be used as a general part of character/word representation.