We designed this experimental setup based on the following considerations: • Challenging: Newswire is a well-studied domain for NER and existing neural models perform very well (around 90.0 F1-score (Ma and Hovy, 2016)).
the performance drop dramatically in social media data (around 60.0 F-score (Strauss et al., 2016)).