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Models/PL-Marker

PL-Marker

Reported on 19 benchmarks across 3 tasks · 1 paper · 15 SOTA

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

Natural Language Processing16 results

  • Relation ExtractiononACE 2005
    NER Micro F1· 2021-09-13
    91.1
    best: 91.3 (ASP+T5-3B)
    SOTA
    Packed Levitated Marker for Entity and Relation ExtractionarXiv:2109.06067
  • Relation ExtractiononACE 2005
    RE Micro F1· 2021-09-13
    73
    SOTA
    Packed Levitated Marker for Entity and Relation ExtractionarXiv:2109.06067
  • Relation ExtractiononACE 2005
    RE+ Micro F1· 2021-09-13
    71.1
    SOTA
    Packed Levitated Marker for Entity and Relation ExtractionarXiv:2109.06067
  • Relation ExtractiononACE 2004
    NER Micro F1· 2021-09-13
    90.4
    SOTA
    Packed Levitated Marker for Entity and Relation ExtractionarXiv:2109.06067
  • Relation ExtractiononACE 2004
    RE Micro F1· 2021-09-13
    69.7
    SOTA
    Packed Levitated Marker for Entity and Relation ExtractionarXiv:2109.06067
  • Relation ExtractiononACE 2004
    RE+ Micro F1· 2021-09-13
    66.5
    SOTA
    Packed Levitated Marker for Entity and Relation ExtractionarXiv:2109.06067
  • Relation ExtractiononSciERC
    RE+ Micro F1· 2021-09-13
    41.6
    SOTA
    Packed Levitated Marker for Entity and Relation ExtractionarXiv:2109.06067
  • Relation ExtractiononSciERC
    Relation F1· 2021-09-13
    53.2
    SOTA
    Packed Levitated Marker for Entity and Relation ExtractionarXiv:2109.06067
  • Named Entity Recognition (NER)onOntonotes v5 (English)
    Precision· 2021-09-13
    92
    SOTA
    Packed Levitated Marker for Entity and Relation ExtractionarXiv:2109.06067
  • Named Entity Recognition (NER)onOntonotes v5 (English)
    Recall· 2021-09-13
    91.7
    SOTA
    Packed Levitated Marker for Entity and Relation ExtractionarXiv:2109.06067
  • Named Entity Recognition (NER)onFew-NERD (SUP)
    F1-Measure· 2021-09-13
    70.9
    SOTA
    Packed Levitated Marker for Entity and Relation ExtractionarXiv:2109.06067
  • Named Entity Recognition (NER)onFew-NERD (SUP)
    Precision· 2021-09-13
    71.2
    SOTA
    Packed Levitated Marker for Entity and Relation ExtractionarXiv:2109.06067
  • Named Entity Recognition (NER)onFew-NERD (SUP)
    Recall· 2021-09-13
    70.6
    best: 71.1 (NuNER)
    SOTA
    Packed Levitated Marker for Entity and Relation ExtractionarXiv:2109.06067
  • Relation ExtractiononSciERC
    Entity F1· 2021-09-13
    69.9
    best: 70.53 (SpERT.PL (SciBERT))
    Packed Levitated Marker for Entity and Relation ExtractionarXiv:2109.06067
  • Named Entity Recognition (NER)onOntonotes v5 (English)
    F1· 2021-09-13
    91.9
    best: 92.07 (BERT-MRC+DSC)
    Packed Levitated Marker for Entity and Relation ExtractionarXiv:2109.06067
  • Named Entity Recognition (NER)onCoNLL 2003 (English)
    F1· 2021-09-13
    94
    best: 94.6 (ACE + document-context)
    Packed Levitated Marker for Entity and Relation ExtractionarXiv:2109.06067

Medical3 results

  • Information ExtractiononSciERC
    RE+ Micro F1· 2021-09-13
    41.6
    SOTA
    Packed Levitated Marker for Entity and Relation ExtractionarXiv:2109.06067
  • Information ExtractiononSciERC
    Relation F1· 2021-09-13
    53.2
    SOTA
    Packed Levitated Marker for Entity and Relation ExtractionarXiv:2109.06067
  • Information ExtractiononSciERC
    Entity F1· 2021-09-13
    69.9
    best: 70.53 (SpERT.PL (SciBERT))
    Packed Levitated Marker for Entity and Relation ExtractionarXiv:2109.06067