TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/Ours: cross-sentence ALB

Ours: cross-sentence ALB

Reported on 9 benchmarks across 3 tasks · 1 paper · 9 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· 2020-10-24
    90.9
    best: 91.3 (ASP+T5-3B)
    SOTA
    A Frustratingly Easy Approach for Entity and Relation ExtractionarXiv:2010.12812
  • Relation ExtractiononACE 2005
    RE Micro F1· 2020-10-24
    69.4
    best: 73 (PL-Marker)
    SOTA
    A Frustratingly Easy Approach for Entity and Relation ExtractionarXiv:2010.12812
  • Relation ExtractiononACE 2004
    NER Micro F1· 2020-10-24
    90.3
    best: 90.4 (PL-Marker)
    SOTA
    A Frustratingly Easy Approach for Entity and Relation ExtractionarXiv:2010.12812
  • Relation ExtractiononACE 2004
    RE Micro F1· 2020-10-24
    66.1
    best: 69.7 (PL-Marker)
    SOTA
    A Frustratingly Easy Approach for Entity and Relation ExtractionarXiv:2010.12812
  • Relation ExtractiononACE 2004
    RE+ Micro F1· 2020-10-24
    62.2
    best: 66.5 (PL-Marker)
    SOTA
    A Frustratingly Easy Approach for Entity and Relation ExtractionarXiv:2010.12812
  • Relation ExtractiononACE 2005
    Relation F1· 2020-10-24
    62.2
    best: 68.2 (HySPA (ours) w/ RoBERTa)
    SOTA
    A Frustratingly Easy Approach for Entity and Relation ExtractionarXiv:2010.12812
  • Named Entity Recognition (NER)onACE 2004
    F1· 2020-10-24
    90.3
    SOTA
    A Frustratingly Easy Approach for Entity and Relation ExtractionarXiv:2010.12812
  • Named Entity Recognition (NER)onACE 2005
    F1· 2020-10-24
    90.9
    SOTA
    A Frustratingly Easy Approach for Entity and Relation ExtractionarXiv:2010.12812

Medical1 result

  • Information ExtractiononACE 2005
    Relation F1· 2020-10-24
    62.2
    SOTA
    A Frustratingly Easy Approach for Entity and Relation ExtractionarXiv:2010.12812