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Models/JointGT

JointGT

Reported on 21 benchmarks across 4 tasks · 2 papers · 8 SOTA

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

Natural Language Processing17 results

  • Data-to-Text GenerationonEventNarrative
    BertScore· 2022-04-13
    93.68
    SOTA
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • KG-to-Text GenerationonEventNarrative
    BertScore· 2022-04-13
    93.68
    SOTA
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • Question GenerationonGrailQA-Zero-Shot
    METEOR· 2021-06-19
    37.69
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Question GenerationonGrailQA-Zero-Shot
    bleu· 2021-06-19
    32.94
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Question GenerationonGrailQA-Compositional
    FactSpotter· 2021-06-19
    95.26
    best: 97.1 (FactJointGT)
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Question GenerationonGrailQA-Compositional
    METEOR· 2021-06-19
    36.08
    best: 36.21 (FactJointGT)
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Question GenerationonGrailQA-IID
    BLEU· 2021-06-19
    45.95
    best: 46.1 (FactT5B)
    SOTA
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Data-to-Text GenerationonEventNarrative
    BLEU· 2022-04-13
    31.19
    best: 35.08 (GAP - Me,r+γ)
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • Data-to-Text GenerationonEventNarrative
    METEOR· 2022-04-13
    26.58
    best: 27.72 (GraphWriter)
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • Data-to-Text GenerationonEventNarrative
    ROUGE· 2022-04-13
    64.91
    best: 71.92 (GraphWriter)
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • KG-to-Text GenerationonEventNarrative
    BLEU· 2022-04-13
    31.19
    best: 35.08 (GAP - Me,r+γ)
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • KG-to-Text GenerationonEventNarrative
    METEOR· 2022-04-13
    26.58
    best: 27.72 (GraphWriter)
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • KG-to-Text GenerationonEventNarrative
    ROUGE· 2022-04-13
    64.91
    best: 71.92 (GraphWriter)
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • Question GenerationonGrailQA-Zero-Shot
    FactSpotter· 2021-06-19
    94.15
    best: 95.61 (FactT5B)
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Question GenerationonGrailQA-Compositional
    BLEU· 2021-06-19
    31.46
    best: 31.75 (T5B)
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Question GenerationonGrailQA-IID
    FactSpotter· 2021-06-19
    98.62
    best: 99.5 (FactT5B)
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502
  • Question GenerationonGrailQA-IID
    METEOR· 2021-06-19
    41.65
    best: 42.71 (T5B)
    JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsarXiv:2106.10502

Adversarial4 results

  • Text GenerationonEventNarrative
    BertScore· 2022-04-13
    93.68
    SOTA
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • Text GenerationonEventNarrative
    BLEU· 2022-04-13
    31.19
    best: 35.08 (GAP - Me,r+γ)
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • Text GenerationonEventNarrative
    METEOR· 2022-04-13
    26.58
    best: 27.72 (GraphWriter)
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674
  • Text GenerationonEventNarrative
    ROUGE· 2022-04-13
    64.91
    best: 71.92 (GraphWriter)
    GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationarXiv:2204.06674