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Models/DyGIE

DyGIE

Reported on 10 benchmarks across 3 tasks · 1 paper · 10 SOTA

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

Natural Language Processing8 results

  • Relation ExtractiononACE 2005
    NER Micro F1· uses extra data· 2019-04-05
    88.4
    best: 91.3 (ASP+T5-3B)
    SOTA
    A General Framework for Information Extraction using Dynamic Span GraphsarXiv:1904.03296
  • Relation ExtractiononACE 2005
    RE Micro F1· uses extra data· 2019-04-05
    63.2
    best: 73 (PL-Marker)
    SOTA
    A General Framework for Information Extraction using Dynamic Span GraphsarXiv:1904.03296
  • Relation ExtractiononWLPC
    F1· 2019-04-05
    64.1
    best: 65.5 (SpanRel)
    SOTA
    A General Framework for Information Extraction using Dynamic Span GraphsarXiv:1904.03296
  • Relation ExtractiononACE 2004
    NER Micro F1· 2019-04-05
    87.4
    best: 90.4 (PL-Marker)
    SOTA
    A General Framework for Information Extraction using Dynamic Span GraphsarXiv:1904.03296
  • Relation ExtractiononACE 2004
    RE Micro F1· 2019-04-05
    59.7
    best: 69.7 (PL-Marker)
    SOTA
    A General Framework for Information Extraction using Dynamic Span GraphsarXiv:1904.03296
  • Relation ExtractiononSciERC
    Entity F1· 2019-04-05
    65.2
    best: 70.53 (SpERT.PL (SciBERT))
    SOTA
    A General Framework for Information Extraction using Dynamic Span GraphsarXiv:1904.03296
  • Relation ExtractiononSciERC
    Relation F1· 2019-04-05
    41.6
    best: 53.2 (PL-Marker)
    SOTA
    A General Framework for Information Extraction using Dynamic Span GraphsarXiv:1904.03296
  • Named Entity Recognition (NER)onWLPC
    F1· 2019-04-05
    79.5
    SOTA
    A General Framework for Information Extraction using Dynamic Span GraphsarXiv:1904.03296

Medical2 results

  • Information ExtractiononSciERC
    Entity F1· 2019-04-05
    65.2
    best: 70.53 (SpERT.PL (SciBERT))
    SOTA
    A General Framework for Information Extraction using Dynamic Span GraphsarXiv:1904.03296
  • Information ExtractiononSciERC
    Relation F1· 2019-04-05
    41.6
    best: 53.2 (PL-Marker)
    SOTA
    A General Framework for Information Extraction using Dynamic Span GraphsarXiv:1904.03296