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/Spark NLP

Spark NLP

Reported on 14 benchmarks across 4 tasks · 3 papers · 10 SOTA

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

Natural Language Processing13 results

  • Named Entity Recognition (NER)onAdverse Drug Events (ADE) Corpus
    NER Macro F1· 2022-01-05
    91.75
    SOTA
    Mining Adverse Drug Reactions from Unstructured Mediums at ScalearXiv:2201.01405
  • Text ClassificationonAdverse Drug Events (ADE) Corpus
    F1 - macro· 2022-01-05
    85.96
    SOTA
    Mining Adverse Drug Reactions from Unstructured Mediums at ScalearXiv:2201.01405
  • Relation Extractionon2010 i2b2/VA
    Macro F1· 2021-12-25
    69.1
    SOTA
    Deeper Clinical Document Understanding Using Relation ExtractionarXiv:2112.13259
  • Relation Extractionon2018 n2c2 posology
    Macro F1· 2021-12-25
    96.7
    SOTA
    Deeper Clinical Document Understanding Using Relation ExtractionarXiv:2112.13259
  • Relation ExtractiononPGR
    Macro F1· 2021-12-25
    87.9
    SOTA
    Deeper Clinical Document Understanding Using Relation ExtractionarXiv:2112.13259
  • Relation Extractionon2012 i2b2 Temporal Relations
    Macro F1· 2021-12-25
    73.6
    SOTA
    Deeper Clinical Document Understanding Using Relation ExtractionarXiv:2112.13259
  • Named Entity Recognition (NER)onBC5CDR-chemical
    F1· 2020-11-12
    94.88
    SOTA
    Biomedical Named Entity Recognition at ScalearXiv:2011.06315
  • Named Entity Recognition (NER)onSpecies-800
    F1· 2020-11-12
    80.91
    SOTA
    Biomedical Named Entity Recognition at ScalearXiv:2011.06315
  • Named Entity Recognition (NER)onBC2GM
    F1· 2020-11-12
    88.75
    SOTA
    Biomedical Named Entity Recognition at ScalearXiv:2011.06315
  • Named Entity Recognition (NER)onNCBI-disease
    F1· 2020-11-12
    89.13
    best: 89.71 (BioBERT)
    Biomedical Named Entity Recognition at ScalearXiv:2011.06315
  • Named Entity Recognition (NER)onLINNAEUS
    F1· 2020-11-12
    86.26
    best: 92.7 (BERN2)
    Biomedical Named Entity Recognition at ScalearXiv:2011.06315
  • Named Entity Recognition (NER)onBC5CDR
    F1· 2020-11-12
    89.73
    best: 91.9 (BINDER)
    Biomedical Named Entity Recognition at ScalearXiv:2011.06315
  • Named Entity Recognition (NER)onJNLPBA
    F1· 2020-11-12
    81.29
    best: 82 (KeBioLM)
    Biomedical Named Entity Recognition at ScalearXiv:2011.06315

Methodology1 result

  • ClassificationonAdverse Drug Events (ADE) Corpus
    F1 - macro· 2022-01-05
    85.96
    SOTA
    Mining Adverse Drug Reactions from Unstructured Mediums at ScalearXiv:2201.01405