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Models/BERT-CRF (Replicated in AdaSeq)

BERT-CRF (Replicated in AdaSeq)

Reported on 8 benchmarks across 3 tasks · 1 paper · 3 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing8 results

  • Named Entity Recognition (NER)onCMeEE
    F1· 2021-05-08
    68.97
    SOTA
    Improving Named Entity Recognition by External Context Retrieving and Cooperative LearningarXiv:2105.03654
  • Named Entity Recognition (NER)onWeibo NER
    F1· 2021-05-08
    72.77
    SOTA
    Improving Named Entity Recognition by External Context Retrieving and Cooperative LearningarXiv:2105.03654
  • Named Entity Recognition (NER)onResume NER
    F1· 2021-05-08
    96.87
    SOTA
    Improving Named Entity Recognition by External Context Retrieving and Cooperative LearningarXiv:2105.03654
  • Named Entity Recognition (NER)onWNUT 2017
    F1· 2021-05-08
    59.69
    best: 60.45 (CL-KL)
    Improving Named Entity Recognition by External Context Retrieving and Cooperative LearningarXiv:2105.03654
  • Named Entity Recognition (NER)onCoNLL 2003 (English)
    F1· 2021-05-08
    93.35
    best: 94.6 (ACE + document-context)
    Improving Named Entity Recognition by External Context Retrieving and Cooperative LearningarXiv:2105.03654
  • Named Entity Recognition (NER)onMSRA
    F1· uses extra data· 2021-05-08
    96.69
    best: 96.72 (BERT-MRC+DSC)
    Improving Named Entity Recognition by External Context Retrieving and Cooperative LearningarXiv:2105.03654
  • ChunkingonCoNLL 2000
    Exact Span F1· 2021-05-08
    97.18
    best: 97.3 (ACE)
    Improving Named Entity Recognition by External Context Retrieving and Cooperative LearningarXiv:2105.03654
  • Shallow SyntaxonCoNLL 2000
    Exact Span F1· 2021-05-08
    97.18
    best: 97.3 (ACE)
    Improving Named Entity Recognition by External Context Retrieving and Cooperative LearningarXiv:2105.03654