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Models/DensePhrases

DensePhrases

Reported on 16 benchmarks across 2 tasks · 1 paper · 14 SOTA

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

Natural Language Processing16 results

  • Question AnsweringonNatural Questions (long)
    EM· 2020-12-23
    71.9
    SOTA
    Learning Dense Representations of Phrases at ScalearXiv:2012.12624
  • Question AnsweringonNatural Questions (long)
    F1· 2020-12-23
    79.6
    SOTA
    Learning Dense Representations of Phrases at ScalearXiv:2012.12624
  • Slot FillingonKILT: T-REx
    Accuracy· 2020-12-23
    53.9
    best: 87.68 (Re2G)
    SOTA
    Learning Dense Representations of Phrases at ScalearXiv:2012.12624
  • Slot FillingonKILT: T-REx
    F1· 2020-12-23
    61.74
    best: 89.93 (Re2G)
    SOTA
    Learning Dense Representations of Phrases at ScalearXiv:2012.12624
  • Slot FillingonKILT: T-REx
    KILT-AC· 2020-12-23
    27.84
    best: 75.84 (Re2G)
    SOTA
    Learning Dense Representations of Phrases at ScalearXiv:2012.12624
  • Slot FillingonKILT: T-REx
    KILT-F1· 2020-12-23
    32.34
    best: 77.05 (Re2G)
    SOTA
    Learning Dense Representations of Phrases at ScalearXiv:2012.12624
  • Slot FillingonKILT: T-REx
    R-Prec· 2020-12-23
    37.62
    best: 81.9 (TABi)
    SOTA
    Learning Dense Representations of Phrases at ScalearXiv:2012.12624
  • Slot FillingonKILT: T-REx
    Recall@5· 2020-12-23
    40.07
    best: 89.36 (TABi)
    SOTA
    Learning Dense Representations of Phrases at ScalearXiv:2012.12624
  • Slot FillingonKILT: Zero Shot RE
    Accuracy· 2020-12-23
    47.42
    best: 74.63 (single ngram)
    SOTA
    Learning Dense Representations of Phrases at ScalearXiv:2012.12624
  • Slot FillingonKILT: Zero Shot RE
    F1· 2020-12-23
    54.75
    best: 79.66 (single ngram)
    SOTA
    Learning Dense Representations of Phrases at ScalearXiv:2012.12624
  • Slot FillingonKILT: Zero Shot RE
    KILT-AC· 2020-12-23
    41.34
    best: 73.2 (single ngram)
    SOTA
    Learning Dense Representations of Phrases at ScalearXiv:2012.12624
  • Slot FillingonKILT: Zero Shot RE
    KILT-F1· 2020-12-23
    46.79
    best: 78.12 (single ngram)
    SOTA
    Learning Dense Representations of Phrases at ScalearXiv:2012.12624
  • Slot FillingonKILT: Zero Shot RE
    R-Prec· 2020-12-23
    57.43
    best: 98.49 (KGI_1)
    SOTA
    Learning Dense Representations of Phrases at ScalearXiv:2012.12624
  • Slot FillingonKILT: Zero Shot RE
    Recall@5· 2020-12-23
    60.47
    best: 99.34 (single ngram)
    SOTA
    Learning Dense Representations of Phrases at ScalearXiv:2012.12624
  • Question AnsweringonSQuAD1.1 dev
    EM· 2020-12-23
    78.3
    best: 90.06 (T5-11B)
    Learning Dense Representations of Phrases at ScalearXiv:2012.12624
  • Question AnsweringonSQuAD1.1 dev
    F1· 2020-12-23
    86.3
    best: 95.77 (XLNet+DSC)
    Learning Dense Representations of Phrases at ScalearXiv:2012.12624