We also consider the CoNLL 2003 dataset (Tjong Kim Sang and De Meulder, 2003) as it has been used as the standard dataset for NER benchmarks.
we emphasize that both datasets present significantly different challenges and, thus, some relevant aspects in CoNLL 2003 may not be that relevant in the WNUT 2017 dataset.