Neural Architectures for Nested NER through Linearization

Benchmark Model Rank Results
named-entity-recognition-ner-on-conll-2003LSTM-CRF+ELMo+BERT+Flair#20F1: 93.38
named-entity-recognition-on-ace-2004seq2seq+BERT+Flair#5F1: 84.40Multi-Task Supervision: n
named-entity-recognition-on-ace-2005seq2seq+BERT+Flair#12F1: 84.33
named-entity-recognition-on-conll-2002Straková et al., 2019#5F1: 88.8
named-entity-recognition-on-conll-2002-dutchStraková et al., 2019#6F1: 92.7
named-entity-recognition-on-conll-2003-germanStraková et al., 2019#6F1: 85.1
named-entity-recognition-on-geniaseq2seq+BERT+Flair#4F1: 78.31
nested-mention-recognition-on-ace-2004seq2seq+BERT+Flair#3F1: 84.40
nested-mention-recognition-on-ace-2005seq2seq+BERT+Flair#2F1: 84.33
nested-named-entity-recognition-on-ace-2004seq2seq+BERT+Flair#19F1: 84.40
nested-named-entity-recognition-on-ace-2005seq2seq+BERT+Flair#15F1: 84.33
nested-named-entity-recognition-on-geniaseq2seq+BERT+Flair#14F1: 78.31