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Models/Pointer + Coverage + EntailmentGen + QuestionGen

Pointer + Coverage + EntailmentGen + QuestionGen

Reported on 9 benchmarks across 2 tasks · 1 paper

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

Knowledge Base6 results

  • Text SummarizationonGigaWord
    ROUGE-1· 2018-05-28
    35.98
    best: 60.12 (OpenAI/o3-mini)
    Soft Layer-Specific Multi-Task Summarization with Entailment and Question GenerationarXiv:1805.11004
  • Text SummarizationonGigaWord
    ROUGE-2· 2018-05-28
    17.76
    best: 54.22 (OpenAI/o3-mini)
    Soft Layer-Specific Multi-Task Summarization with Entailment and Question GenerationarXiv:1805.11004
  • Text SummarizationonGigaWord
    ROUGE-L· 2018-05-28
    33.63
    best: 60.29 (Riple/Saanvi-v0.1)
    Soft Layer-Specific Multi-Task Summarization with Entailment and Question GenerationarXiv:1805.11004
  • Text SummarizationonCNN / Daily Mail
    ROUGE-1· 2018-05-28
    39.81
    best: 48.18 (Scrambled code + broken (alter))
    Soft Layer-Specific Multi-Task Summarization with Entailment and Question GenerationarXiv:1805.11004
  • Text SummarizationonCNN / Daily Mail
    ROUGE-2· 2018-05-28
    17.64
    best: 24.02 (Pegasus)
    Soft Layer-Specific Multi-Task Summarization with Entailment and Question GenerationarXiv:1805.11004
  • Text SummarizationonCNN / Daily Mail
    ROUGE-L· 2018-05-28
    36.54
    best: 45.35 (Scrambled code + broken (alter))
    Soft Layer-Specific Multi-Task Summarization with Entailment and Question GenerationarXiv:1805.11004

Natural Language Processing3 results

  • Abstractive Text SummarizationonCNN / Daily Mail
    ROUGE-1· 2018-05-28
    39.81
    best: 48.18 (Scrambled code + broken (alter))
    Soft Layer-Specific Multi-Task Summarization with Entailment and Question GenerationarXiv:1805.11004
  • Abstractive Text SummarizationonCNN / Daily Mail
    ROUGE-2· 2018-05-28
    17.64
    best: 24.02 (Pegasus)
    Soft Layer-Specific Multi-Task Summarization with Entailment and Question GenerationarXiv:1805.11004
  • Abstractive Text SummarizationonCNN / Daily Mail
    ROUGE-L· 2018-05-28
    36.54
    best: 45.35 (Scrambled code + broken (alter))
    Soft Layer-Specific Multi-Task Summarization with Entailment and Question GenerationarXiv:1805.11004