Hard parameter sharing greatly reduces the risk of overfitting (Baxter, 1997) and increases the correlation of our boundary detection module and categorical label prediction module.
the hidden state of bidirectional LSTM can be expressed as following: where x t i is the token representation which is mentioned in section 3.1.