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Models/JointGT (BART)

JointGT (BART)

Reported on 36 benchmarks across 3 tasks · 1 paper · 21 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 GenerationonWebQuestions
    BLEU· 2021-06-19
    30.02
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Data-to-Text GenerationonWebQuestions
    METEOR· 2021-06-19
    32.05
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Data-to-Text GenerationonWebQuestions
    ROUGE· 2021-06-19
    55.6
    SOTA
    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
    76.1
    best: 76.36 (GAP - Me,r+γ)
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Data-to-Text GenerationonPathQuestion
    BLEU· 2021-06-19
    65.89
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Data-to-Text GenerationonPathQuestion
    METEOR· 2021-06-19
    48.25
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Data-to-Text GenerationonPathQuestion
    ROUGE· 2021-06-19
    78.87
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • KG-to-Text GenerationonWebQuestions
    BLEU· 2021-06-19
    30.02
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • KG-to-Text GenerationonWebQuestions
    METEOR· 2021-06-19
    32.05
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • KG-to-Text GenerationonWebQuestions
    ROUGE· 2021-06-19
    55.6
    SOTA
    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
    76.1
    best: 76.36 (GAP - Me,r+γ)
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • KG-to-Text GenerationonPathQuestion
    BLEU· 2021-06-19
    65.89
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • KG-to-Text GenerationonPathQuestion
    METEOR· 2021-06-19
    48.25
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • KG-to-Text GenerationonPathQuestion
    ROUGE· 2021-06-19
    78.87
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Data-to-Text GenerationonWebNLG 2.0 (Constrained)
    BLEU· 2021-06-19
    58.55
    best: 67.08 (FactT5B)
    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
    45.01
    best: 48.35 (T5B Baseline)
    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
    72.31
    best: 73.57 (JointGT (T5))
    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
    65.92
    best: 66.2 (GAP - Me,r+γ)
    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
    47.15
    best: 47.25 (JointGT (T5))
    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
    58.55
    best: 67.08 (FactT5B)
    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
    45.01
    best: 48.35 (T5B Baseline)
    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
    72.31
    best: 73.57 (JointGT (T5))
    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
    65.92
    best: 66.2 (GAP - Me,r+γ)
    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
    47.15
    best: 47.25 (JointGT (T5))
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502

Adversarial12 results

  • Text GenerationonWebQuestions
    BLEU· 2021-06-19
    30.02
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Text GenerationonWebQuestions
    METEOR· 2021-06-19
    32.05
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Text GenerationonWebQuestions
    ROUGE· 2021-06-19
    55.6
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Text GenerationonWebNLG 2.0 (Unconstrained)
    ROUGE· 2021-06-19
    76.1
    best: 76.36 (GAP - Me,r+γ)
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Text GenerationonPathQuestion
    BLEU· 2021-06-19
    65.89
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Text GenerationonPathQuestion
    METEOR· 2021-06-19
    48.25
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Text GenerationonPathQuestion
    ROUGE· 2021-06-19
    78.87
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Text GenerationonWebNLG 2.0 (Constrained)
    BLEU· 2021-06-19
    58.55
    best: 67.08 (FactT5B)
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Text GenerationonWebNLG 2.0 (Constrained)
    METEOR· 2021-06-19
    45.01
    best: 48.35 (T5B Baseline)
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Text GenerationonWebNLG 2.0 (Constrained)
    ROUGE· 2021-06-19
    72.31
    best: 73.57 (JointGT (T5))
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Text GenerationonWebNLG 2.0 (Unconstrained)
    BLEU· 2021-06-19
    65.92
    best: 66.2 (GAP - Me,r+γ)
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Text GenerationonWebNLG 2.0 (Unconstrained)
    METEOR· 2021-06-19
    47.15
    best: 47.25 (JointGT (T5))
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502