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Models/Locate and Label

Locate and Label

Reported on 8 benchmarks across 1 task · 2 papers · 2 SOTA

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

Natural Language Processing9 results

  • Named Entity Recognition (NER)onFew-NERD (SUP)
    Recall· 2022-03-20
    70.87
    best: 71.1 (NuNER)
    SOTA
    Parallel Instance Query Network for Named Entity RecognitionarXiv:2203.10545
  • Named Entity Recognition (NER)onGENIA
    F1· 2021-05-14
    80.54
    best: 81.77 (PIQN)
    SOTA
    Locate and Label: A Two-stage Identifier for Nested Named Entity RecognitionarXiv:2105.06804
  • Named Entity Recognition (NER)onFew-NERD (SUP)
    F1-Measure· 2022-03-20
    67.64
    best: 70.9 (PL-Marker)
    Parallel Instance Query Network for Named Entity RecognitionarXiv:2203.10545
  • Named Entity Recognition (NER)onFew-NERD (SUP)
    Precision· 2022-03-20
    64.69
    best: 71.2 (PL-Marker)
    Parallel Instance Query Network for Named Entity RecognitionarXiv:2203.10545
  • Named Entity Recognition (NER)onACE 2005
    F1· 2021-05-14
    86.67
    best: 90.9 (Ours: cross-sentence ALB)
    Locate and Label: A Two-stage Identifier for Nested Named Entity RecognitionarXiv:2105.06804
  • Named Entity Recognition (NER)onCoNLL 2003 (English)
    F1· 2021-05-14
    92.94
    best: 94.6 (ACE + document-context)
    Locate and Label: A Two-stage Identifier for Nested Named Entity RecognitionarXiv:2105.06804
  • Named Entity Recognition (NER)onACE 2005
    F1· 2021-05-14
    86.67
    best: 90.9 (Ours: cross-sentence ALB)
    Locate and Label: A Two-stage Identifier for Nested Named Entity RecognitionarXiv:2105.06804
  • Named Entity Recognition (NER)onACE 2004
    F1· 2021-05-14
    87.41
    best: 90.3 (Ours: cross-sentence ALB)
    Locate and Label: A Two-stage Identifier for Nested Named Entity RecognitionarXiv:2105.06804
  • Named Entity Recognition (NER)onWeibo NER
    F1· 2021-05-14
    69.16
    best: 72.77 (BERT-CRF (Replicated in AdaSeq))
    Locate and Label: A Two-stage Identifier for Nested Named Entity RecognitionarXiv:2105.06804