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Models/HAT-BART

HAT-BART

Reported on 14 benchmarks across 2 tasks · 1 paper · 6 SOTA

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

Knowledge Base11 results

  • Text SummarizationonArxiv HEP-TH citation graph
    ROUGE-1· uses extra data· 2021-04-15
    46.74
    best: 50.95 (Top Down Transformer (AdaPool) (464M))
    SOTA
    Hierarchical Learning for Generation with Long Source SequencesarXiv:2104.07545
  • Text SummarizationonArxiv HEP-TH citation graph
    ROUGE-2· uses extra data· 2021-04-15
    19.19
    best: 21.93 (Top Down Transformer (AdaPool) (464M))
    SOTA
    Hierarchical Learning for Generation with Long Source SequencesarXiv:2104.07545
  • Text SummarizationonArxiv HEP-TH citation graph
    ROUGE-L· uses extra data· 2021-04-15
    42.2
    best: 45.61 (Top Down Transformer (AdaPool) (464M))
    SOTA
    Hierarchical Learning for Generation with Long Source SequencesarXiv:2104.07545
  • Text SummarizationonPubmed
    ROUGE-1· uses extra data· 2021-04-15
    48.25
    best: 51.05 (Top Down Transformer (AdaPool) (464M))
    SOTA
    Hierarchical Learning for Generation with Long Source SequencesarXiv:2104.07545
  • Text SummarizationonPubmed
    ROUGE-2· uses extra data· 2021-04-15
    21.35
    best: 24.76 (LongT5)
    SOTA
    Hierarchical Learning for Generation with Long Source SequencesarXiv:2104.07545
  • Text SummarizationonPubmed
    ROUGE-L· uses extra data· 2021-04-15
    36.69
    best: 46.67 (LongT5)
    Hierarchical Learning for Generation with Long Source SequencesarXiv:2104.07545
  • Text SummarizationonX-Sum
    ROUGE-1· 2021-04-15
    45.92
    best: 50.3 (Selfmem)
    Hierarchical Learning for Generation with Long Source SequencesarXiv:2104.07545
  • Text SummarizationonX-Sum
    ROUGE-2· 2021-04-15
    22.79
    best: 26.7 (Selfmem)
    Hierarchical Learning for Generation with Long Source SequencesarXiv:2104.07545
  • Text SummarizationonCNN / Daily Mail
    ROUGE-1· 2021-04-15
    44.48
    best: 48.18 (Scrambled code + broken (alter))
    Hierarchical Learning for Generation with Long Source SequencesarXiv:2104.07545
  • Text SummarizationonCNN / Daily Mail
    ROUGE-2· 2021-04-15
    21.31
    best: 24.02 (Pegasus)
    Hierarchical Learning for Generation with Long Source SequencesarXiv:2104.07545
  • Text SummarizationonCNN / Daily Mail
    ROUGE-L· 2021-04-15
    41.52
    best: 45.35 (Scrambled code + broken (alter))
    Hierarchical Learning for Generation with Long Source SequencesarXiv:2104.07545

Natural Language Processing3 results

  • Document SummarizationonCNN / Daily Mail
    ROUGE-L· 2021-04-15
    41.52
    best: 45.35 (Scrambled code + broken (alter))
    SOTA
    Hierarchical Learning for Generation with Long Source SequencesarXiv:2104.07545
  • Document SummarizationonCNN / Daily Mail
    ROUGE-1· 2021-04-15
    44.48
    best: 48.18 (Scrambled code + broken (alter))
    Hierarchical Learning for Generation with Long Source SequencesarXiv:2104.07545
  • Document SummarizationonCNN / Daily Mail
    ROUGE-2· 2021-04-15
    21.31
    best: 22.55 (PEGASUS + SummaReranker)
    Hierarchical Learning for Generation with Long Source SequencesarXiv:2104.07545