TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/MatchSum (BERT-base)

MatchSum (BERT-base)

Reported on 12 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 Base9 results

  • Text SummarizationonWikiHow
    ROUGE-1· 2020-04-19
    31.85
    best: 35.91 (BertSum)
    SOTA
    Extractive Summarization as Text MatchingarXiv:2004.08795
  • Text SummarizationonWikiHow
    ROUGE-L· 2020-04-19
    29.58
    best: 34.82 (BertSum)
    SOTA
    Extractive Summarization as Text MatchingarXiv:2004.08795
  • Text SummarizationonWikiHow
    ROUGE-2· 2020-04-19
    8.98
    best: 13.9 (BertSum)
    Extractive Summarization as Text MatchingarXiv:2004.08795
  • Text SummarizationonPubmed
    ROUGE-1· 2020-04-19
    41.21
    best: 51.05 (Top Down Transformer (AdaPool) (464M))
    Extractive Summarization as Text MatchingarXiv:2004.08795
  • Text SummarizationonPubmed
    ROUGE-2· 2020-04-19
    14.91
    best: 24.76 (LongT5)
    Extractive Summarization as Text MatchingarXiv:2004.08795
  • Text SummarizationonPubmed
    ROUGE-L· 2020-04-19
    36.75
    best: 46.67 (LongT5)
    Extractive Summarization as Text MatchingarXiv:2004.08795
  • Text SummarizationonCNN / Daily Mail
    ROUGE-1· 2020-04-19
    44.22
    best: 48.18 (Scrambled code + broken (alter))
    Extractive Summarization as Text MatchingarXiv:2004.08795
  • Text SummarizationonCNN / Daily Mail
    ROUGE-2· 2020-04-19
    20.62
    best: 24.02 (Pegasus)
    Extractive Summarization as Text MatchingarXiv:2004.08795
  • Text SummarizationonCNN / Daily Mail
    ROUGE-L· 2020-04-19
    40.38
    best: 45.35 (Scrambled code + broken (alter))
    Extractive Summarization as Text MatchingarXiv:2004.08795

Natural Language Processing3 results

  • Document SummarizationonCNN / Daily Mail
    ROUGE-1· 2020-04-19
    44.22
    best: 48.18 (Scrambled code + broken (alter))
    Extractive Summarization as Text MatchingarXiv:2004.08795
  • Document SummarizationonCNN / Daily Mail
    ROUGE-2· 2020-04-19
    20.62
    best: 22.55 (PEGASUS + SummaReranker)
    Extractive Summarization as Text MatchingarXiv:2004.08795
  • Document SummarizationonCNN / Daily Mail
    ROUGE-L· 2020-04-19
    40.38
    best: 45.35 (Scrambled code + broken (alter))
    Extractive Summarization as Text MatchingarXiv:2004.08795