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Models/BRIO

BRIO

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

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

Knowledge Base6 results

  • Text SummarizationonX-Sum
    ROUGE-1· 2022-03-31
    49.07
    best: 50.3 (Selfmem)
    SOTA
    BRIO: Bringing Order to Abstractive SummarizationarXiv:2203.16804
  • Text SummarizationonX-Sum
    ROUGE-2· 2022-03-31
    25.59
    best: 26.7 (Selfmem)
    SOTA
    BRIO: Bringing Order to Abstractive SummarizationarXiv:2203.16804
  • Text SummarizationonX-Sum
    ROUGE-3· 2022-03-31
    40.4
    best: 41.6 (Selfmem)
    SOTA
    BRIO: Bringing Order to Abstractive SummarizationarXiv:2203.16804
  • Text SummarizationonCNN / Daily Mail
    ROUGE-1· 2022-03-31
    47.78
    best: 48.18 (Scrambled code + broken (alter))
    SOTA
    BRIO: Bringing Order to Abstractive SummarizationarXiv:2203.16804
  • Text SummarizationonCNN / Daily Mail
    ROUGE-2· 2022-03-31
    23.55
    best: 24.02 (Pegasus)
    SOTA
    BRIO: Bringing Order to Abstractive SummarizationarXiv:2203.16804
  • Text SummarizationonCNN / Daily Mail
    ROUGE-L· 2022-03-31
    44.57
    best: 45.35 (Scrambled code + broken (alter))
    SOTA
    BRIO: Bringing Order to Abstractive SummarizationarXiv:2203.16804

Natural Language Processing3 results

  • Abstractive Text SummarizationonCNN / Daily Mail
    ROUGE-1· 2022-03-31
    47.78
    best: 48.18 (Scrambled code + broken (alter))
    SOTA
    BRIO: Bringing Order to Abstractive SummarizationarXiv:2203.16804
  • Abstractive Text SummarizationonCNN / Daily Mail
    ROUGE-2· 2022-03-31
    23.55
    best: 24.02 (Pegasus)
    SOTA
    BRIO: Bringing Order to Abstractive SummarizationarXiv:2203.16804
  • Abstractive Text SummarizationonCNN / Daily Mail
    ROUGE-L· 2022-03-31
    44.57
    best: 45.35 (Scrambled code + broken (alter))
    SOTA
    BRIO: Bringing Order to Abstractive SummarizationarXiv:2203.16804