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Models/DRNN

DRNN

Reported on 11 benchmarks across 4 tasks

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

Natural Language Processing8 results

  • Sentiment AnalysisonAmazon Review Polarity
    Accuracy
    96.49
    best: 97.37 (BERT large)
  • Sentiment AnalysisonYelp Fine-grained classification
    Error
    30.85
    best: 27.05 (XLNet)
  • Sentiment AnalysisonYelp Binary classification
    Error
    2.73
    best: 1.37 (XLNet)
  • Sentiment AnalysisonAmazon Review Full
    Accuracy
    64.43
    best: 65.83 (BERT large)
  • Text ClassificationonDBpedia
    Error
    0.81
    best: 0.62 (XLNet)
  • Text ClassificationonAG News
    Error
    5.53
    best: 4.45 (XLNet)
  • Text ClassificationonYahoo! Answers
    Accuracy
    76.26
    best: 77.62 (BERT-ITPT-FiT)
  • Conversational Response SelectiononUbuntu IRC
    Accuracy
    36.93
    best: 63.64 (MPC-BERT)

Methodology3 results

  • ClassificationonDBpedia
    Error
    0.81
    best: 0.62 (XLNet)
  • ClassificationonAG News
    Error
    5.53
    best: 4.45 (XLNet)
  • ClassificationonYahoo! Answers
    Accuracy
    76.26
    best: 77.62 (BERT-ITPT-FiT)