TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/W2NER

W2NER

Reported on 7 benchmarks across 1 task · 1 paper · 1 SOTA

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

Natural Language Processing7 results

  • Named Entity Recognition (NER)onGENIA
    F1· 2021-12-19
    81.39
    best: 81.77 (PIQN)
    SOTA
    Unified Named Entity Recognition as Word-Word Relation ClassificationarXiv:2112.10070
  • Named Entity Recognition (NER)onOntonotes v5 (English)
    F1· 2021-12-19
    90.5
    best: 92.07 (BERT-MRC+DSC)
    Unified Named Entity Recognition as Word-Word Relation ClassificationarXiv:2112.10070
  • Named Entity Recognition (NER)onCoNLL 2003 (English)
    F1· 2021-12-19
    93.07
    best: 94.6 (ACE + document-context)
    Unified Named Entity Recognition as Word-Word Relation ClassificationarXiv:2112.10070
  • Named Entity Recognition (NER)onACE 2005
    F1· 2021-12-19
    86.79
    best: 90.9 (Ours: cross-sentence ALB)
    Unified Named Entity Recognition as Word-Word Relation ClassificationarXiv:2112.10070
  • Named Entity Recognition (NER)onACE 2004
    F1· 2021-12-19
    87.52
    best: 90.3 (Ours: cross-sentence ALB)
    Unified Named Entity Recognition as Word-Word Relation ClassificationarXiv:2112.10070
  • Named Entity Recognition (NER)onMSRA
    F1· 2021-12-19
    96.1
    best: 96.72 (BERT-MRC+DSC)
    Unified Named Entity Recognition as Word-Word Relation ClassificationarXiv:2112.10070
  • Named Entity Recognition (NER)onOntoNotes 4
    F1· 2021-12-19
    83.08
    best: 84.47 (BERT-MRC+DSC)
    Unified Named Entity Recognition as Word-Word Relation ClassificationarXiv:2112.10070