sentence1: huang et al utilise a bi-directional lstm with a sequential conditional random layer using a gazetteer and senna word embeddings to obtain superior performance .
sentence2: huang et al use a bilstm with a crf layer in addition to making use of explicit spelling and context features along with word embeddings .