Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning

Benchmark Model Rank Results
chinese-named-entity-recognition-on-msraBERT-CRF (Replicated in AdaSeq)#2F1: 96.69
chinese-named-entity-recognition-on-resumeBERT-CRF (Replicated in AdaSeq)#1F1: 96.87
chinese-named-entity-recognition-on-weibo-nerBERT-CRF (Replicated in AdaSeq)#1F1: 72.77
chunking-on-conll-2000BERT-CRF (Replicated in AdaSeq)#2Exact Span F1: 97.18
named-entity-recognition-ner-on-bc5cdrCL-L2#3F1: 90.99
named-entity-recognition-ner-on-conll-2003CL-KL#8F1: 93.85
named-entity-recognition-ner-on-conll-2003BERT-CRF (Replicated in AdaSeq)#22F1: 93.35
named-entity-recognition-ner-on-ncbi-diseaseCL-KL#7F1: 88.96
named-entity-recognition-on-conllCL-KL#5F1: 94.81
named-entity-recognition-on-wnut-2016CL-KL#2F1: 58.98
named-entity-recognition-on-wnut-2017CL-KL#1F1: 60.45
named-entity-recognition-on-wnut-2017BERT-CRF (Replicated in AdaSeq)#3F1: 59.69