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Models/SpanRel

SpanRel

Reported on 9 benchmarks across 6 tasks · 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 Processing9 results

  • Relation ExtractiononWLPC
    F1· 2019-11-10
    65.5
    SOTA
    Generalizing Natural Language Analysis through Span-relation RepresentationsarXiv:1911.03822
  • Part-Of-Speech TaggingonPenn Treebank
    Accuracy· 2019-11-10
    97.7
    best: 98.15 (SALE-BART encoder)
    Generalizing Natural Language Analysis through Span-relation RepresentationsarXiv:1911.03822
  • Relation ExtractiononSemEval-2010 Task-8
    F1· 2019-11-10
    87.4
    best: 91.9 (SP)
    Generalizing Natural Language Analysis through Span-relation RepresentationsarXiv:1911.03822
  • Semantic Role LabelingonCoNLL 2012
    F1· 2019-11-10
    82.4
    best: 97.2 (LISA)
    Generalizing Natural Language Analysis through Span-relation RepresentationsarXiv:1911.03822
  • Dependency ParsingonPenn Treebank
    LAS· 2019-11-10
    94.7
    best: 96.26 (Label Attention Layer + HPSG + XLNet)
    Generalizing Natural Language Analysis through Span-relation RepresentationsarXiv:1911.03822
  • Dependency ParsingonPenn Treebank
    UAS· 2019-11-10
    96.44
    best: 97.42 (Label Attention Layer + HPSG + XLNet)
    Generalizing Natural Language Analysis through Span-relation RepresentationsarXiv:1911.03822
  • Named Entity Recognition (NER)onCoNLL 2003 (English)
    F1· 2019-11-10
    92.2
    best: 94.6 (ACE + document-context)
    Generalizing Natural Language Analysis through Span-relation RepresentationsarXiv:1911.03822
  • Named Entity Recognition (NER)onWLPC
    F1· 2019-11-10
    79.2
    best: 79.5 (DyGIE)
    Generalizing Natural Language Analysis through Span-relation RepresentationsarXiv:1911.03822
  • Constituency ParsingonPenn Treebank
    F1 score· 2019-11-10
    95.5
    best: 96.43 (Hashing + XLNet)
    Generalizing Natural Language Analysis through Span-relation RepresentationsarXiv:1911.03822