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Models/SOTA-NPT

SOTA-NPT

Reported on 18 benchmarks across 3 tasks

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

Natural Language Processing12 results

  • Data-to-Text GenerationonWebNLG 2.0 (Constrained)
    BLEU
    48
    best: 67.08 (FactT5B)
  • Data-to-Text GenerationonWebNLG 2.0 (Constrained)
    METEOR
    36
    best: 48.35 (T5B Baseline)
  • Data-to-Text GenerationonWebNLG 2.0 (Constrained)
    ROUGE
    65
    best: 73.57 (JointGT (T5))
  • Data-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    BLEU
    61
    best: 66.2 (GAP - Me,r+γ)
  • Data-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    METEOR
    42
    best: 47.25 (JointGT (T5))
  • Data-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    ROUGE
    71
    best: 76.36 (GAP - Me,r+γ)
  • KG-to-Text GenerationonWebNLG 2.0 (Constrained)
    BLEU
    48
    best: 67.08 (FactT5B)
  • KG-to-Text GenerationonWebNLG 2.0 (Constrained)
    METEOR
    36
    best: 48.35 (T5B Baseline)
  • KG-to-Text GenerationonWebNLG 2.0 (Constrained)
    ROUGE
    65
    best: 73.57 (JointGT (T5))
  • KG-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    BLEU
    61
    best: 66.2 (GAP - Me,r+γ)
  • KG-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    METEOR
    42
    best: 47.25 (JointGT (T5))
  • KG-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    ROUGE
    71
    best: 76.36 (GAP - Me,r+γ)

Adversarial6 results

  • Text GenerationonWebNLG 2.0 (Constrained)
    BLEU
    48
    best: 67.08 (FactT5B)
  • Text GenerationonWebNLG 2.0 (Constrained)
    METEOR
    36
    best: 48.35 (T5B Baseline)
  • Text GenerationonWebNLG 2.0 (Constrained)
    ROUGE
    65
    best: 73.57 (JointGT (T5))
  • Text GenerationonWebNLG 2.0 (Unconstrained)
    BLEU
    61
    best: 66.2 (GAP - Me,r+γ)
  • Text GenerationonWebNLG 2.0 (Unconstrained)
    METEOR
    42
    best: 47.25 (JointGT (T5))
  • Text GenerationonWebNLG 2.0 (Unconstrained)
    ROUGE
    71
    best: 76.36 (GAP - Me,r+γ)