Entity recognition in Chinese clinical text using attention-based CNN-LSTM-CRF

Abstract

CNN and attention mechanism are individually beneficial to LSTM-CRF-based Chinese clinical entity recognition system, no matter whether contiguous clinical entities are considered. The conribution of attention mechanism is greater than CNN.