To the best of our knowledge, our best models have surpassed the previous highest reported F1 scores for both CoNLL-2003 and OntoNotes.
with no external knowledge other than word embeddings, our model is competitive on the CoNLL-2003 dataset and establishes a new state of the art for OntoNotes, suggesting that given enough data, the neural network automatically learns the relevant features for NER without feature engineering.