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Models/KGPT

KGPT

Reported on 9 benchmarks across 3 tasks · 1 paper · 9 SOTA

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

Natural Language Processing6 results

  • Data-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    BLEU· 2020-10-05
    64.11
    best: 66.2 (GAP - Me,r+γ)
    SOTA
    KGPT: Knowledge-Grounded Pre-Training for Data-to-Text GenerationarXiv:2010.02307
  • Data-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    METEOR· 2020-10-05
    46.3
    best: 47.25 (JointGT (T5))
    SOTA
    KGPT: Knowledge-Grounded Pre-Training for Data-to-Text GenerationarXiv:2010.02307
  • Data-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    ROUGE· 2020-10-05
    74.57
    best: 76.36 (GAP - Me,r+γ)
    SOTA
    KGPT: Knowledge-Grounded Pre-Training for Data-to-Text GenerationarXiv:2010.02307
  • KG-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    BLEU· 2020-10-05
    64.11
    best: 66.2 (GAP - Me,r+γ)
    SOTA
    KGPT: Knowledge-Grounded Pre-Training for Data-to-Text GenerationarXiv:2010.02307
  • KG-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    METEOR· 2020-10-05
    46.3
    best: 47.25 (JointGT (T5))
    SOTA
    KGPT: Knowledge-Grounded Pre-Training for Data-to-Text GenerationarXiv:2010.02307
  • KG-to-Text GenerationonWebNLG 2.0 (Unconstrained)
    ROUGE· 2020-10-05
    74.57
    best: 76.36 (GAP - Me,r+γ)
    SOTA
    KGPT: Knowledge-Grounded Pre-Training for Data-to-Text GenerationarXiv:2010.02307

Adversarial3 results

  • Text GenerationonWebNLG 2.0 (Unconstrained)
    BLEU· 2020-10-05
    64.11
    best: 66.2 (GAP - Me,r+γ)
    SOTA
    KGPT: Knowledge-Grounded Pre-Training for Data-to-Text GenerationarXiv:2010.02307
  • Text GenerationonWebNLG 2.0 (Unconstrained)
    METEOR· 2020-10-05
    46.3
    best: 47.25 (JointGT (T5))
    SOTA
    KGPT: Knowledge-Grounded Pre-Training for Data-to-Text GenerationarXiv:2010.02307
  • Text GenerationonWebNLG 2.0 (Unconstrained)
    ROUGE· 2020-10-05
    74.57
    best: 76.36 (GAP - Me,r+γ)
    SOTA
    KGPT: Knowledge-Grounded Pre-Training for Data-to-Text GenerationarXiv:2010.02307