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Models/TextEnt-full

TextEnt-full

Reported on 13 benchmarks across 3 tasks · 1 paper · 11 SOTA

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

Natural Language Processing9 results

  • Text ClassificationonR8
    Accuracy· 2018-06-08
    96.7
    best: 98.451 (DeBERTa)
    SOTA
    Representation Learning of Entities and Documents from Knowledge Base DescriptionsarXiv:1806.02960
  • Text ClassificationonR8
    F-measure· 2018-06-08
    91
    best: 91.7 (NABoE-full)
    SOTA
    Representation Learning of Entities and Documents from Knowledge Base DescriptionsarXiv:1806.02960
  • Text Classificationon20NEWS
    F-measure· 2018-06-08
    83.9
    best: 93 (LinearSVM+TFIDF)
    SOTA
    Representation Learning of Entities and Documents from Knowledge Base DescriptionsarXiv:1806.02960
  • Entity TypingonFreebase FIGER
    Accuracy· 2018-06-08
    37.4
    SOTA
    Representation Learning of Entities and Documents from Knowledge Base DescriptionsarXiv:1806.02960
  • Entity TypingonFreebase FIGER
    BEP· 2018-06-08
    94.8
    SOTA
    Representation Learning of Entities and Documents from Knowledge Base DescriptionsarXiv:1806.02960
  • Entity TypingonFreebase FIGER
    Macro F1· 2018-06-08
    84.2
    SOTA
    Representation Learning of Entities and Documents from Knowledge Base DescriptionsarXiv:1806.02960
  • Entity TypingonFreebase FIGER
    Micro F1· 2018-06-08
    85.7
    SOTA
    Representation Learning of Entities and Documents from Knowledge Base DescriptionsarXiv:1806.02960
  • Entity TypingonFreebase FIGER
    P@1· 2018-06-08
    93.2
    SOTA
    Representation Learning of Entities and Documents from Knowledge Base DescriptionsarXiv:1806.02960
  • Text Classificationon20NEWS
    Accuracy· 2018-06-08
    84.5
    best: 93 (LinearSVM+TFIDF)
    Representation Learning of Entities and Documents from Knowledge Base DescriptionsarXiv:1806.02960

Methodology4 results

  • ClassificationonR8
    Accuracy· 2018-06-08
    96.7
    best: 98.451 (DeBERTa)
    SOTA
    Representation Learning of Entities and Documents from Knowledge Base DescriptionsarXiv:1806.02960
  • ClassificationonR8
    F-measure· 2018-06-08
    91
    best: 91.7 (NABoE-full)
    SOTA
    Representation Learning of Entities and Documents from Knowledge Base DescriptionsarXiv:1806.02960
  • Classificationon20NEWS
    F-measure· 2018-06-08
    83.9
    best: 93 (LinearSVM+TFIDF)
    SOTA
    Representation Learning of Entities and Documents from Knowledge Base DescriptionsarXiv:1806.02960
  • Classificationon20NEWS
    Accuracy· 2018-06-08
    84.5
    best: 93 (LinearSVM+TFIDF)
    Representation Learning of Entities and Documents from Knowledge Base DescriptionsarXiv:1806.02960