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Models/rnn-ext + abs + RL + rerank

rnn-ext + abs + RL + rerank

Reported on 9 benchmarks across 2 tasks · 1 paper · 2 SOTA

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
    ROUGE-L· 2018-05-28
    38.54
    best: 45.35 (Scrambled code + broken (alter))
    SOTA
    Fast Abstractive Summarization with Reinforce-Selected Sentence RewritingarXiv:1805.11080
  • Text SummarizationonCNN / Daily Mail (Anonymized)
    ROUGE-1· 2018-05-28
    39.66
    best: 42.3 (HSSAS)
    Fast Abstractive Summarization with Reinforce-Selected Sentence RewritingarXiv:1805.11080
  • Text SummarizationonCNN / Daily Mail (Anonymized)
    ROUGE-2· 2018-05-28
    15.85
    best: 18.87 (RNES w/o coherence)
    Fast Abstractive Summarization with Reinforce-Selected Sentence RewritingarXiv:1805.11080
  • Text SummarizationonCNN / Daily Mail (Anonymized)
    ROUGE-L· 2018-05-28
    37.34
    best: 37.75 (RNES w/o coherence)
    Fast Abstractive Summarization with Reinforce-Selected Sentence RewritingarXiv:1805.11080
  • Text SummarizationonCNN / Daily Mail
    ROUGE-1· 2018-05-28
    40.88
    best: 48.18 (Scrambled code + broken (alter))
    Fast Abstractive Summarization with Reinforce-Selected Sentence RewritingarXiv:1805.11080
  • Text SummarizationonCNN / Daily Mail
    ROUGE-2· 2018-05-28
    17.8
    best: 24.02 (Pegasus)
    Fast Abstractive Summarization with Reinforce-Selected Sentence RewritingarXiv:1805.11080

Natural Language Processing3 results

  • Abstractive Text SummarizationonCNN / Daily Mail
    ROUGE-L· 2018-05-28
    38.54
    best: 45.35 (Scrambled code + broken (alter))
    SOTA
    Fast Abstractive Summarization with Reinforce-Selected Sentence RewritingarXiv:1805.11080
  • Abstractive Text SummarizationonCNN / Daily Mail
    ROUGE-1· 2018-05-28
    40.88
    best: 48.18 (Scrambled code + broken (alter))
    Fast Abstractive Summarization with Reinforce-Selected Sentence RewritingarXiv:1805.11080
  • Abstractive Text SummarizationonCNN / Daily Mail
    ROUGE-2· 2018-05-28
    17.8
    best: 24.02 (Pegasus)
    Fast Abstractive Summarization with Reinforce-Selected Sentence RewritingarXiv:1805.11080