Nested Named Entity Recognition via Second-best Sequence Learning and Decoding

Benchmark Model Rank Results
named-entity-recognition-on-ace-2004Second-best learning and decoding#4F1: 85.82Multi-Task Supervision: n
named-entity-recognition-on-ace-2005Second-best learning and decoding#11F1: 84.34
named-entity-recognition-on-geniaSecond-best learning and decoding + BERT + Flair#6F1: 77.36
named-entity-recognition-on-geniaSecond-best learning and decoding#7F1: 77.19
nested-mention-recognition-on-ace-2004Second-best learning and decoding#2F1: 85.82
nested-mention-recognition-on-ace-2005Second-best learning and decoding#1F1: 84.34
nested-named-entity-recognition-on-ace-2004Second-best learning and decoding + BERT + Flair#17F1: 85.82
nested-named-entity-recognition-on-ace-2004Second-best learning and decoding + BERT#18F1: 84.97
nested-named-entity-recognition-on-ace-2004Second-best learning and decoding#21F1: 77.44
nested-named-entity-recognition-on-ace-2005Second-best learning and decoding + BERT + Flair#14F1: 84.34
nested-named-entity-recognition-on-ace-2005Second-best learning and decoding + BERT#16F1: 83.99
nested-named-entity-recognition-on-ace-2005Second-best learning and decoding#19F1: 76.83
nested-named-entity-recognition-on-geniaSecond-best learning and decoding + BERT + Flair#18F1: 77.36
nested-named-entity-recognition-on-geniaSecond-best learning and decoding#19F1: 77.19
nested-named-entity-recognition-on-geniaSecond-best learning and decoding + BERT#20F1: 77.05
nested-named-entity-recognition-on-nneSecond-best learning and decoding#3Micro F1: 93.19