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/Bert-base

Bert-base

Reported on 18 benchmarks across 2 tasks · 1 paper · 8 SOTA

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

Natural Language Processing18 results

  • Word Sense DisambiguationonWiC-TSV
    Task 1 Accuracy: domain specific· 2020-04-30
    77.9
    best: 81 (transformers)
    SOTA
    WiC-TSV: An Evaluation Benchmark for Target Sense Verification of Words in ContextarXiv:2004.15016
  • Word Sense DisambiguationonWiC-TSV
    Task 2 Accuracy: all· 2020-04-30
    71.7
    best: 72.7 (CTLR)
    SOTA
    WiC-TSV: An Evaluation Benchmark for Target Sense Verification of Words in ContextarXiv:2004.15016
  • Word Sense DisambiguationonWiC-TSV
    Task 2 Accuracy: domain specific· 2020-04-30
    74.7
    best: 81.5 (CTLR)
    SOTA
    WiC-TSV: An Evaluation Benchmark for Target Sense Verification of Words in ContextarXiv:2004.15016
  • Word Sense DisambiguationonWiC-TSV
    Task 2 Accuracy: general purpose· 2020-04-30
    68.6
    SOTA
    WiC-TSV: An Evaluation Benchmark for Target Sense Verification of Words in ContextarXiv:2004.15016
  • Entity LinkingonWiC-TSV
    Task 1 Accuracy: domain specific· 2020-04-30
    77.9
    best: 81 (transformers)
    SOTA
    WiC-TSV: An Evaluation Benchmark for Target Sense Verification of Words in ContextarXiv:2004.15016
  • Entity LinkingonWiC-TSV
    Task 2 Accuracy: all· 2020-04-30
    71.7
    best: 72.7 (CTLR)
    SOTA
    WiC-TSV: An Evaluation Benchmark for Target Sense Verification of Words in ContextarXiv:2004.15016
  • Entity LinkingonWiC-TSV
    Task 2 Accuracy: domain specific· 2020-04-30
    74.7
    best: 81.5 (CTLR)
    SOTA
    WiC-TSV: An Evaluation Benchmark for Target Sense Verification of Words in ContextarXiv:2004.15016
  • Entity LinkingonWiC-TSV
    Task 2 Accuracy: general purpose· 2020-04-30
    68.6
    SOTA
    WiC-TSV: An Evaluation Benchmark for Target Sense Verification of Words in ContextarXiv:2004.15016
  • Word Sense DisambiguationonWiC-TSV
    Task 1 Accuracy: all· 2020-04-30
    75.3
    best: 77.8 (transformers)
    WiC-TSV: An Evaluation Benchmark for Target Sense Verification of Words in ContextarXiv:2004.15016
  • Word Sense DisambiguationonWiC-TSV
    Task 1 Accuracy: general purpose· 2020-04-30
    73.3
    best: 75.2 (transformers)
    WiC-TSV: An Evaluation Benchmark for Target Sense Verification of Words in ContextarXiv:2004.15016
  • Word Sense DisambiguationonWiC-TSV
    Task 3 Accuracy: all· 2020-04-30
    76.6
    best: 85.3 (Human)
    WiC-TSV: An Evaluation Benchmark for Target Sense Verification of Words in ContextarXiv:2004.15016
  • Word Sense DisambiguationonWiC-TSV
    Task 3 Accuracy: domain specific· 2020-04-30
    80.4
    best: 89.2 (Human)
    WiC-TSV: An Evaluation Benchmark for Target Sense Verification of Words in ContextarXiv:2004.15016
  • Word Sense DisambiguationonWiC-TSV
    Task 3 Accuracy: general purpose· 2020-04-30
    73.5
    best: 82.1 (Human)
    WiC-TSV: An Evaluation Benchmark for Target Sense Verification of Words in ContextarXiv:2004.15016
  • Entity LinkingonWiC-TSV
    Task 1 Accuracy: all· 2020-04-30
    75.3
    best: 77.8 (transformers)
    WiC-TSV: An Evaluation Benchmark for Target Sense Verification of Words in ContextarXiv:2004.15016
  • Entity LinkingonWiC-TSV
    Task 1 Accuracy: general purpose· 2020-04-30
    73.3
    best: 75.2 (transformers)
    WiC-TSV: An Evaluation Benchmark for Target Sense Verification of Words in ContextarXiv:2004.15016
  • Entity LinkingonWiC-TSV
    Task 3 Accuracy: all· 2020-04-30
    76.6
    best: 85.3 (Human)
    WiC-TSV: An Evaluation Benchmark for Target Sense Verification of Words in ContextarXiv:2004.15016
  • Entity LinkingonWiC-TSV
    Task 3 Accuracy: domain specific· 2020-04-30
    80.4
    best: 89.2 (Human)
    WiC-TSV: An Evaluation Benchmark for Target Sense Verification of Words in ContextarXiv:2004.15016
  • Entity LinkingonWiC-TSV
    Task 3 Accuracy: general purpose· 2020-04-30
    73.5
    best: 82.1 (Human)
    WiC-TSV: An Evaluation Benchmark for Target Sense Verification of Words in ContextarXiv:2004.15016