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Models/mBART

mBART

Reported on 42 benchmarks across 4 tasks · 1 paper · 8 SOTA

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

Natural Language Processing23 results

  • Abstractive Text SummarizationonMLSUM es
    METEOR· 2021-02-02
    0.21
    SOTA
    The GEM Benchmark: Natural Language Generation, its Evaluation and MetricsarXiv:2102.01672
  • Abstractive Text SummarizationonMLSUM de
    METEOR· 2021-02-02
    0.437
    SOTA
    The GEM Benchmark: Natural Language Generation, its Evaluation and MetricsarXiv:2102.01672
  • Data-to-Text GenerationonWebNLG ru
    METEOR· 2021-02-02
    0.613
    SOTA
    The GEM Benchmark: Natural Language Generation, its Evaluation and MetricsarXiv:2102.01672
  • Data-to-Text GenerationonWebNLG en
    METEOR· 2021-02-02
    0.462
    SOTA
    The GEM Benchmark: Natural Language Generation, its Evaluation and MetricsarXiv:2102.01672
  • Abstractive Text SummarizationonWITS
    BERTScore
    78.65
    best: 80.73 (mT5)
  • Abstractive Text SummarizationonWITS
    ROUGE-1
    39.32
    best: 42.32 (BART-IT)
  • Abstractive Text SummarizationonWITS
    ROUGE-2
    26.18
    best: 28.83 (BART-IT)
  • Abstractive Text SummarizationonWITS
    ROUGE-L
    35.9
    best: 38.84 (BART-IT)
  • Abstractive Text Summarizationonvietnews
    Rouge-1
    59.81
    best: 67.8 (Kết quả nghiên cứu)
  • Abstractive Text Summarizationonvietnews
    Rouge-2
    28.28
    best: 34.24 (ViT5 large)
  • Abstractive Text Summarizationonvietnews
    Rouge-L
    38.71
    best: 43.55 (ViT5 large)
  • Abstractive Text SummarizationonAbstractive Text Summarization from Il Post
    BERTScore
    75.86
  • Abstractive Text SummarizationonAbstractive Text Summarization from Il Post
    ROUGE-1
    38.91
  • Abstractive Text SummarizationonAbstractive Text Summarization from Il Post
    ROUGE-2
    21.41
  • Abstractive Text SummarizationonAbstractive Text Summarization from Il Post
    ROUGE-L
    32.08
  • Abstractive Text SummarizationonAbstractive Text Summarization from Il Post
    ROUGE-1
    38.91
  • Abstractive Text SummarizationonMLSum-it
    rouge1
    19.35
  • Abstractive Text SummarizationonAbstractive Text Summarization from Fanpage
    # Parameters
    610
  • Abstractive Text SummarizationonAbstractive Text Summarization from Fanpage
    BERTScore
    73.4
  • Abstractive Text SummarizationonAbstractive Text Summarization from Fanpage
    ROUGE-1
    36.52
  • Abstractive Text SummarizationonAbstractive Text Summarization from Fanpage
    ROUGE-2
    17.52
  • Abstractive Text SummarizationonAbstractive Text Summarization from Fanpage
    ROUGE-L
    26.14
  • Abstractive Text SummarizationonAbstractive Text Summarization from Fanpage
    ROUGE-1
    36.5
    best: 36.52

Knowledge Base21 results

  • Text SummarizationonMLSUM es
    METEOR· 2021-02-02
    0.21
    SOTA
    The GEM Benchmark: Natural Language Generation, its Evaluation and MetricsarXiv:2102.01672
  • Text SummarizationonMLSUM de
    METEOR· 2021-02-02
    0.437
    SOTA
    The GEM Benchmark: Natural Language Generation, its Evaluation and MetricsarXiv:2102.01672
  • Text SummarizationonWITS
    BERTScore
    78.65
    best: 80.73 (mT5)
  • Text SummarizationonWITS
    ROUGE-1
    39.32
    best: 42.32 (BART-IT)
  • Text SummarizationonWITS
    ROUGE-2
    26.18
    best: 28.83 (BART-IT)
  • Text SummarizationonWITS
    ROUGE-L
    35.9
    best: 38.84 (BART-IT)
  • Text Summarizationonvietnews
    Rouge-1
    59.81
    best: 67.8 (Kết quả nghiên cứu)
  • Text Summarizationonvietnews
    Rouge-2
    28.28
    best: 34.24 (ViT5 large)
  • Text Summarizationonvietnews
    Rouge-L
    38.71
    best: 43.55 (ViT5 large)
  • Text SummarizationonAbstractive Text Summarization from Il Post
    BERTScore
    75.86
  • Text SummarizationonAbstractive Text Summarization from Il Post
    ROUGE-1
    38.91
  • Text SummarizationonAbstractive Text Summarization from Il Post
    ROUGE-2
    21.41
  • Text SummarizationonAbstractive Text Summarization from Il Post
    ROUGE-L
    32.08
  • Text SummarizationonAbstractive Text Summarization from Il Post
    ROUGE-1
    38.91
  • Text SummarizationonMLSum-it
    rouge1
    19.35
  • Text SummarizationonAbstractive Text Summarization from Fanpage
    # Parameters
    610
  • Text SummarizationonAbstractive Text Summarization from Fanpage
    BERTScore
    73.4
  • Text SummarizationonAbstractive Text Summarization from Fanpage
    ROUGE-1
    36.52
  • Text SummarizationonAbstractive Text Summarization from Fanpage
    ROUGE-2
    17.52
  • Text SummarizationonAbstractive Text Summarization from Fanpage
    ROUGE-L
    26.14
  • Text SummarizationonAbstractive Text Summarization from Fanpage
    ROUGE-1
    36.5
    best: 36.52

Adversarial2 results

  • Text GenerationonWebNLG ru
    METEOR· 2021-02-02
    0.613
    SOTA
    The GEM Benchmark: Natural Language Generation, its Evaluation and MetricsarXiv:2102.01672
  • Text GenerationonWebNLG en
    METEOR· 2021-02-02
    0.462
    SOTA
    The GEM Benchmark: Natural Language Generation, its Evaluation and MetricsarXiv:2102.01672