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Models/SetFit + OCD

SetFit + OCD

Reported on 9 benchmarks across 3 tasks · 1 paper · 6 SOTA

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

Natural Language Processing6 results

  • Text ClassificationonSST-5
    Accuracy· 2022-10-02
    0.478
    SOTA
    OCD: Learning to Overfit with Conditional Diffusion ModelsarXiv:2210.00471
  • Text ClassificationonAmazon Counterfeit
    Accuracy· 2022-10-02
    0.41
    SOTA
    OCD: Learning to Overfit with Conditional Diffusion ModelsarXiv:2210.00471
  • Few-Shot Text ClassificationonSST-5
    Accuracy· 2022-10-02
    0.478
    SOTA
    OCD: Learning to Overfit with Conditional Diffusion ModelsarXiv:2210.00471
  • Few-Shot Text ClassificationonAmazon Counterfeit
    Accuracy· 2022-10-02
    0.41
    SOTA
    OCD: Learning to Overfit with Conditional Diffusion ModelsarXiv:2210.00471
  • Text ClassificationonAverage on NLP datasets
    Accuracy· 2022-10-02
    0.643
    best: 0.648 (SetFit + OCD(5))
    OCD: Learning to Overfit with Conditional Diffusion ModelsarXiv:2210.00471
  • Few-Shot Text ClassificationonAverage on NLP datasets
    Accuracy· 2022-10-02
    0.643
    best: 0.648 (SetFit + OCD(5))
    OCD: Learning to Overfit with Conditional Diffusion ModelsarXiv:2210.00471

Methodology3 results

  • ClassificationonSST-5
    Accuracy· 2022-10-02
    0.478
    SOTA
    OCD: Learning to Overfit with Conditional Diffusion ModelsarXiv:2210.00471
  • ClassificationonAmazon Counterfeit
    Accuracy· 2022-10-02
    0.41
    SOTA
    OCD: Learning to Overfit with Conditional Diffusion ModelsarXiv:2210.00471
  • ClassificationonAverage on NLP datasets
    Accuracy· 2022-10-02
    0.643
    best: 0.648 (SetFit + OCD(5))
    OCD: Learning to Overfit with Conditional Diffusion ModelsarXiv:2210.00471