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Models/UniLMv2

UniLMv2

Reported on 7 benchmarks across 3 tasks · 1 paper

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

Natural Language Processing4 results

  • Abstractive Text SummarizationonCNN / Daily Mail
    ROUGE-1· uses extra data· 2020-02-28
    43.16
    best: 48.18 (Scrambled code + broken (alter))
    UniLMv2: Pseudo-Masked Language Models for Unified Language Model Pre-TrainingarXiv:2002.12804
  • Abstractive Text SummarizationonCNN / Daily Mail
    ROUGE-2· uses extra data· 2020-02-28
    20.42
    best: 24.02 (Pegasus)
    UniLMv2: Pseudo-Masked Language Models for Unified Language Model Pre-TrainingarXiv:2002.12804
  • Abstractive Text SummarizationonCNN / Daily Mail
    ROUGE-L· uses extra data· 2020-02-28
    40.14
    best: 45.35 (Scrambled code + broken (alter))
    UniLMv2: Pseudo-Masked Language Models for Unified Language Model Pre-TrainingarXiv:2002.12804
  • Question GenerationonSQuAD1.1
    BLEU-4· uses extra data· 2020-02-28
    24.43
    best: 25.41 (ERNIE-GENLARGE (beam size=5))
    UniLMv2: Pseudo-Masked Language Models for Unified Language Model Pre-TrainingarXiv:2002.12804

Knowledge Base3 results

  • Text SummarizationonCNN / Daily Mail
    ROUGE-1· uses extra data· 2020-02-28
    43.16
    best: 48.18 (Scrambled code + broken (alter))
    UniLMv2: Pseudo-Masked Language Models for Unified Language Model Pre-TrainingarXiv:2002.12804
  • Text SummarizationonCNN / Daily Mail
    ROUGE-2· uses extra data· 2020-02-28
    20.42
    best: 24.02 (Pegasus)
    UniLMv2: Pseudo-Masked Language Models for Unified Language Model Pre-TrainingarXiv:2002.12804
  • Text SummarizationonCNN / Daily Mail
    ROUGE-L· uses extra data· 2020-02-28
    40.14
    best: 45.35 (Scrambled code + broken (alter))
    UniLMv2: Pseudo-Masked Language Models for Unified Language Model Pre-TrainingarXiv:2002.12804