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Models/EXAM

EXAM

Reported on 8 benchmarks across 3 tasks · 1 paper · 4 SOTA

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

Natural Language Processing5 results

  • Sentiment AnalysisonAmazon Review Polarity
    Accuracy· 2018-11-23
    95.5
    best: 97.37 (BERT large)
    SOTA
    Explicit Interaction Model towards Text ClassificationarXiv:1811.09386
  • Sentiment AnalysisonAmazon Review Full
    Accuracy· 2018-11-23
    61.9
    best: 65.83 (BERT large)
    SOTA
    Explicit Interaction Model towards Text ClassificationarXiv:1811.09386
  • Text ClassificationonYahoo! Answers
    Accuracy· 2018-11-23
    74.8
    best: 77.62 (BERT-ITPT-FiT)
    SOTA
    Explicit Interaction Model towards Text ClassificationarXiv:1811.09386
  • Text ClassificationonDBpedia
    Error· 2018-11-23
    1
    best: 0.62 (XLNet)
    Explicit Interaction Model towards Text ClassificationarXiv:1811.09386
  • Text ClassificationonAG News
    Error· 2018-11-23
    7
    best: 4.45 (XLNet)
    Explicit Interaction Model towards Text ClassificationarXiv:1811.09386

Methodology3 results

  • ClassificationonYahoo! Answers
    Accuracy· 2018-11-23
    74.8
    best: 77.62 (BERT-ITPT-FiT)
    SOTA
    Explicit Interaction Model towards Text ClassificationarXiv:1811.09386
  • ClassificationonDBpedia
    Error· 2018-11-23
    1
    best: 0.62 (XLNet)
    Explicit Interaction Model towards Text ClassificationarXiv:1811.09386
  • ClassificationonAG News
    Error· 2018-11-23
    7
    best: 4.45 (XLNet)
    Explicit Interaction Model towards Text ClassificationarXiv:1811.09386