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Models/ML+RL ROUGE+Novel, with LM

ML+RL ROUGE+Novel, with LM

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 SummarizationonCNN / Daily Mail (Anonymized)
    ROUGE-1· 2018-08-23
    40.02
    best: 42.3 (HSSAS)
    Improving Abstraction in Text SummarizationarXiv:1808.07913
  • Text SummarizationonCNN / Daily Mail (Anonymized)
    ROUGE-2· 2018-08-23
    15.53
    best: 18.87 (RNES w/o coherence)
    Improving Abstraction in Text SummarizationarXiv:1808.07913
  • Text SummarizationonCNN / Daily Mail (Anonymized)
    ROUGE-L· 2018-08-23
    37.44
    best: 37.75 (RNES w/o coherence)
    Improving Abstraction in Text SummarizationarXiv:1808.07913
  • Text SummarizationonCNN / Daily Mail
    ROUGE-1· 2018-08-23
    40.19
    best: 48.18 (Scrambled code + broken (alter))
    Improving Abstraction in Text SummarizationarXiv:1808.07913
  • Text SummarizationonCNN / Daily Mail
    ROUGE-2· 2018-08-23
    17.38
    best: 24.02 (Pegasus)
    Improving Abstraction in Text SummarizationarXiv:1808.07913
  • Text SummarizationonCNN / Daily Mail
    ROUGE-L· 2018-08-23
    37.52
    best: 45.35 (Scrambled code + broken (alter))
    Improving Abstraction in Text SummarizationarXiv:1808.07913

Natural Language Processing3 results

  • Abstractive Text SummarizationonCNN / Daily Mail
    ROUGE-1· 2018-08-23
    40.19
    best: 48.18 (Scrambled code + broken (alter))
    Improving Abstraction in Text SummarizationarXiv:1808.07913
  • Abstractive Text SummarizationonCNN / Daily Mail
    ROUGE-2· 2018-08-23
    17.38
    best: 24.02 (Pegasus)
    Improving Abstraction in Text SummarizationarXiv:1808.07913
  • Abstractive Text SummarizationonCNN / Daily Mail
    ROUGE-L· 2018-08-23
    37.52
    best: 45.35 (Scrambled code + broken (alter))
    Improving Abstraction in Text SummarizationarXiv:1808.07913