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Models/PIQN

PIQN

Reported on 11 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 Processing13 results

  • Named Entity Recognition (NER)onGENIA
    F1· 2022-03-20
    81.77
    SOTA
    Parallel Instance Query Network for Named Entity RecognitionarXiv:2203.10545
  • Named Entity Recognition (NER)onACE 2004
    F1· 2022-03-20
    88.14
    best: 90.3 (Ours: cross-sentence ALB)
    Parallel Instance Query Network for Named Entity RecognitionarXiv:2203.10545
  • Named Entity Recognition (NER)onOntonotes v5 (English)
    F1· 2022-03-20
    90.96
    best: 92.07 (BERT-MRC+DSC)
    Parallel Instance Query Network for Named Entity RecognitionarXiv:2203.10545
  • Named Entity Recognition (NER)onACE 2005
    F1· 2022-03-20
    87.42
    best: 90.9 (Ours: cross-sentence ALB)
    Parallel Instance Query Network for Named Entity RecognitionarXiv:2203.10545
  • Named Entity Recognition (NER)onFew-NERD (SUP)
    F1-Measure· 2022-03-20
    69.67
    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
    70.16
    best: 71.2 (PL-Marker)
    Parallel Instance Query Network for Named Entity RecognitionarXiv:2203.10545
  • Named Entity Recognition (NER)onFew-NERD (SUP)
    Recall· 2022-03-20
    69.18
    best: 71.1 (NuNER)
    Parallel Instance Query Network for Named Entity RecognitionarXiv:2203.10545
  • Named Entity Recognition (NER)onCoNLL 2003 (English)
    F1· 2022-03-20
    92.87
    best: 94.6 (ACE + document-context)
    Parallel Instance Query Network for Named Entity RecognitionarXiv:2203.10545
  • Named Entity Recognition (NER)onACE 2005
    F1· 2022-03-20
    87.42
    best: 90.9 (Ours: cross-sentence ALB)
    Parallel Instance Query Network for Named Entity RecognitionarXiv:2203.10545
  • Named Entity Recognition (NER)onACE 2004
    F1· 2022-03-20
    88.14
    best: 90.3 (Ours: cross-sentence ALB)
    Parallel Instance Query Network for Named Entity RecognitionarXiv:2203.10545
  • Named Entity Recognition (NER)onTAC-KBP 2017
    F1· 2022-03-20
    84.5
    best: 87.27 (Triaffine + ALBERT)
    Parallel Instance Query Network for Named Entity RecognitionarXiv:2203.10545
  • Named Entity Recognition (NER)onNNE
    Micro F1· 2022-03-20
    94.04
    best: 94.68 (Pyramid)
    Parallel Instance Query Network for Named Entity RecognitionarXiv:2203.10545
  • Named Entity Recognition (NER)onMSRA
    F1· 2022-03-20
    93.48
    best: 96.72 (BERT-MRC+DSC)
    Parallel Instance Query Network for Named Entity RecognitionarXiv:2203.10545