Design Challenges and Misconceptions in Named Entity Recognition

@inproceedings{Ratinov2009DesignCA,
  title={Design Challenges and Misconceptions in Named Entity Recognition},
  author={Lev-Arie Ratinov and D. Roth},
  booktitle={CoNLL},
  year={2009}
}
We analyze some of the fundamental design challenges and misconceptions that underlie the development of an efficient and robust NER system. [...] Key Result In the process of comparing several solutions to these challenges we reach some surprising conclusions, as well as develop an NER system that achieves 90.8 F1 score on the CoNLL-2003 NER shared task, the best reported result for this dataset.Expand
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