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Models/BART+R3F

BART+R3F

Reported on 9 benchmarks across 2 tasks · 1 paper · 4 SOTA

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

Knowledge Base6 results

  • Text SummarizationonReddit TIFU
    ROUGE-1· 2020-08-06
    30.31
    best: 32.03 (PEGASUS 2B + SLiC)
    SOTA
    Better Fine-Tuning by Reducing Representational CollapsearXiv:2008.03156
  • Text SummarizationonReddit TIFU
    ROUGE-2· 2020-08-06
    10.98
    best: 11.25 (MUPPET BART Large)
    SOTA
    Better Fine-Tuning by Reducing Representational CollapsearXiv:2008.03156
  • Text SummarizationonReddit TIFU
    ROUGE-L· 2020-08-06
    24.74
    best: 25.51 (PEGASUS 2B + SLiC)
    SOTA
    Better Fine-Tuning by Reducing Representational CollapsearXiv:2008.03156
  • Text SummarizationonCNN / Daily Mail
    ROUGE-1· 2020-08-06
    44.38
    best: 48.18 (Scrambled code + broken (alter))
    Better Fine-Tuning by Reducing Representational CollapsearXiv:2008.03156
  • Text SummarizationonCNN / Daily Mail
    ROUGE-2· 2020-08-06
    21.53
    best: 24.02 (Pegasus)
    Better Fine-Tuning by Reducing Representational CollapsearXiv:2008.03156
  • Text SummarizationonCNN / Daily Mail
    ROUGE-L· 2020-08-06
    41.17
    best: 45.35 (Scrambled code + broken (alter))
    Better Fine-Tuning by Reducing Representational CollapsearXiv:2008.03156

Natural Language Processing3 results

  • Abstractive Text SummarizationonCNN / Daily Mail
    ROUGE-1· 2020-08-06
    44.38
    best: 48.18 (Scrambled code + broken (alter))
    SOTA
    Better Fine-Tuning by Reducing Representational CollapsearXiv:2008.03156
  • Abstractive Text SummarizationonCNN / Daily Mail
    ROUGE-2· 2020-08-06
    21.53
    best: 24.02 (Pegasus)
    Better Fine-Tuning by Reducing Representational CollapsearXiv:2008.03156
  • Abstractive Text SummarizationonCNN / Daily Mail
    ROUGE-L· 2020-08-06
    41.17
    best: 45.35 (Scrambled code + broken (alter))
    Better Fine-Tuning by Reducing Representational CollapsearXiv:2008.03156