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Models/JointGT (T5)

JointGT (T5)

Reported on 36 benchmarks across 3 tasks · 1 paper · 15 SOTA

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

Natural Language Processing24 results

  • Data-to-Text GenerationonWebNLG 2.0 (Constrained)
    BLEU· 2021-06-19
    61.01
    best: 67.08 (FactT5B)
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Data-to-Text GenerationonWebNLG 2.0 (Constrained)
    METEOR· 2021-06-19
    46.32
    best: 48.35 (T5B Baseline)
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Data-to-Text GenerationonWebNLG 2.0 (Constrained)
    ROUGE· 2021-06-19
    73.57
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Data-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    BLEU· 2021-06-19
    66.14
    best: 66.2 (GAP - Me,r+γ)
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Data-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    METEOR· 2021-06-19
    47.25
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • KG-to-Text GenerationonWebNLG 2.0 (Constrained)
    BLEU· 2021-06-19
    61.01
    best: 67.08 (FactT5B)
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • KG-to-Text GenerationonWebNLG 2.0 (Constrained)
    METEOR· 2021-06-19
    46.32
    best: 48.35 (T5B Baseline)
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • KG-to-Text GenerationonWebNLG 2.0 (Constrained)
    ROUGE· 2021-06-19
    73.57
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • KG-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    BLEU· 2021-06-19
    66.14
    best: 66.2 (GAP - Me,r+γ)
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • KG-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    METEOR· 2021-06-19
    47.25
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Data-to-Text GenerationonWebQuestions
    BLEU· 2021-06-19
    28.95
    best: 30.02 (JointGT (BART))
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Data-to-Text GenerationonWebQuestions
    METEOR· 2021-06-19
    31.29
    best: 32.05 (JointGT (BART))
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Data-to-Text GenerationonWebQuestions
    ROUGE· 2021-06-19
    54.47
    best: 55.6 (JointGT (BART))
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Data-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    ROUGE· 2021-06-19
    75.91
    best: 76.36 (GAP - Me,r+γ)
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Data-to-Text GenerationonPathQuestion
    BLEU· 2021-06-19
    60.45
    best: 65.89 (JointGT (BART))
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Data-to-Text GenerationonPathQuestion
    METEOR· 2021-06-19
    45.38
    best: 48.25 (JointGT (BART))
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Data-to-Text GenerationonPathQuestion
    ROUGE· 2021-06-19
    77.59
    best: 78.87 (JointGT (BART))
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • KG-to-Text GenerationonWebQuestions
    BLEU· 2021-06-19
    28.95
    best: 30.02 (JointGT (BART))
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • KG-to-Text GenerationonWebQuestions
    METEOR· 2021-06-19
    31.29
    best: 32.05 (JointGT (BART))
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • KG-to-Text GenerationonWebQuestions
    ROUGE· 2021-06-19
    54.47
    best: 55.6 (JointGT (BART))
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • KG-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    ROUGE· 2021-06-19
    75.91
    best: 76.36 (GAP - Me,r+γ)
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • KG-to-Text GenerationonPathQuestion
    BLEU· 2021-06-19
    60.45
    best: 65.89 (JointGT (BART))
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • KG-to-Text GenerationonPathQuestion
    METEOR· 2021-06-19
    45.38
    best: 48.25 (JointGT (BART))
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • KG-to-Text GenerationonPathQuestion
    ROUGE· 2021-06-19
    77.59
    best: 78.87 (JointGT (BART))
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502

Adversarial12 results

  • Text GenerationonWebNLG 2.0 (Constrained)
    BLEU· 2021-06-19
    61.01
    best: 67.08 (FactT5B)
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Text GenerationonWebNLG 2.0 (Constrained)
    METEOR· 2021-06-19
    46.32
    best: 48.35 (T5B Baseline)
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Text GenerationonWebNLG 2.0 (Constrained)
    ROUGE· 2021-06-19
    73.57
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Text GenerationonWebNLG 2.0 (Unconstrained)
    BLEU· 2021-06-19
    66.14
    best: 66.2 (GAP - Me,r+γ)
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Text GenerationonWebNLG 2.0 (Unconstrained)
    METEOR· 2021-06-19
    47.25
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Text GenerationonWebQuestions
    BLEU· 2021-06-19
    28.95
    best: 30.02 (JointGT (BART))
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Text GenerationonWebQuestions
    METEOR· 2021-06-19
    31.29
    best: 32.05 (JointGT (BART))
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Text GenerationonWebQuestions
    ROUGE· 2021-06-19
    54.47
    best: 55.6 (JointGT (BART))
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Text GenerationonWebNLG 2.0 (Unconstrained)
    ROUGE· 2021-06-19
    75.91
    best: 76.36 (GAP - Me,r+γ)
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Text GenerationonPathQuestion
    BLEU· 2021-06-19
    60.45
    best: 65.89 (JointGT (BART))
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Text GenerationonPathQuestion
    METEOR· 2021-06-19
    45.38
    best: 48.25 (JointGT (BART))
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Text GenerationonPathQuestion
    ROUGE· 2021-06-19
    77.59
    best: 78.87 (JointGT (BART))
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502