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Models/KGPT w/o pretrain

KGPT w/o pretrain

Reported on 9 benchmarks across 3 tasks · 1 paper

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 (Unconstrained)
    BLEU· 2022-04-13
    62.3
    best: 66.2 (GAP - Me,r+γ)
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • Data-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    METEOR· 2022-04-13
    44.33
    best: 47.25 (JointGT (T5))
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • Data-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    ROUGE· 2022-04-13
    73
    best: 76.36 (GAP - Me,r+γ)
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • Data-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    BLEU· 2022-04-13
    62.3
    best: 66.2 (GAP - Me,r+γ)
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • Data-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    METEOR· 2022-04-13
    44.33
    best: 47.25 (JointGT (T5))
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • Data-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    ROUGE· 2022-04-13
    73
    best: 76.36 (GAP - Me,r+γ)
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • KG-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    BLEU· 2022-04-13
    62.3
    best: 66.2 (GAP - Me,r+γ)
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • KG-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    METEOR· 2022-04-13
    44.33
    best: 47.25 (JointGT (T5))
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • KG-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    ROUGE· 2022-04-13
    73
    best: 76.36 (GAP - Me,r+γ)
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • KG-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    BLEU· 2022-04-13
    62.3
    best: 66.2 (GAP - Me,r+γ)
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • KG-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    METEOR· 2022-04-13
    44.33
    best: 47.25 (JointGT (T5))
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • KG-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    ROUGE· 2022-04-13
    73
    best: 76.36 (GAP - Me,r+γ)
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674

Adversarial6 results

  • Text GenerationonWebNLG 2.0 (Unconstrained)
    BLEU· 2022-04-13
    62.3
    best: 66.2 (GAP - Me,r+γ)
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • Text GenerationonWebNLG 2.0 (Unconstrained)
    METEOR· 2022-04-13
    44.33
    best: 47.25 (JointGT (T5))
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • Text GenerationonWebNLG 2.0 (Unconstrained)
    ROUGE· 2022-04-13
    73
    best: 76.36 (GAP - Me,r+γ)
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • Text GenerationonWebNLG 2.0 (Unconstrained)
    BLEU· 2022-04-13
    62.3
    best: 66.2 (GAP - Me,r+γ)
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • Text GenerationonWebNLG 2.0 (Unconstrained)
    METEOR· 2022-04-13
    44.33
    best: 47.25 (JointGT (T5))
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • Text GenerationonWebNLG 2.0 (Unconstrained)
    ROUGE· 2022-04-13
    73
    best: 76.36 (GAP - Me,r+γ)
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674