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Models/LightConv

LightConv

Reported on 10 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 Processing7 results

  • Machine TranslationonIWSLT2014 German-English
    BLEU score· 2019-01-29
    34.8
    best: 40.43 (PiNMT)
    Pay Less Attention with Lightweight and Dynamic ConvolutionsarXiv:1901.10430
  • Machine TranslationonWMT2014 English-German
    BLEU score· 2019-01-29
    28.9
    best: 35.14 (Transformer Cycle (Rev))
    Pay Less Attention with Lightweight and Dynamic ConvolutionsarXiv:1901.10430
  • Machine TranslationonWMT 2017 English-Chinese
    BLEU score· 2019-01-29
    24.3
    best: 24.4 (DynamicConv)
    Pay Less Attention with Lightweight and Dynamic ConvolutionsarXiv:1901.10430
  • Machine TranslationonWMT2014 English-French
    BLEU score· 2019-01-29
    43.1
    best: 46.4 (Transformer+BT (ADMIN init))
    Pay Less Attention with Lightweight and Dynamic ConvolutionsarXiv:1901.10430
  • Document SummarizationonCNN / Daily Mail
    ROUGE-1· 2019-01-29
    39.52
    best: 48.18 (Scrambled code + broken (alter))
    Pay Less Attention with Lightweight and Dynamic ConvolutionsarXiv:1901.10430
  • Document SummarizationonCNN / Daily Mail
    ROUGE-2· 2019-01-29
    15.97
    best: 22.55 (PEGASUS + SummaReranker)
    Pay Less Attention with Lightweight and Dynamic ConvolutionsarXiv:1901.10430
  • Document SummarizationonCNN / Daily Mail
    ROUGE-L· 2019-01-29
    36.51
    best: 45.35 (Scrambled code + broken (alter))
    Pay Less Attention with Lightweight and Dynamic ConvolutionsarXiv:1901.10430

Knowledge Base3 results

  • Text SummarizationonCNN / Daily Mail
    ROUGE-1· 2019-01-29
    39.52
    best: 48.18 (Scrambled code + broken (alter))
    Pay Less Attention with Lightweight and Dynamic ConvolutionsarXiv:1901.10430
  • Text SummarizationonCNN / Daily Mail
    ROUGE-2· 2019-01-29
    15.97
    best: 24.02 (Pegasus)
    Pay Less Attention with Lightweight and Dynamic ConvolutionsarXiv:1901.10430
  • Text SummarizationonCNN / Daily Mail
    ROUGE-L· 2019-01-29
    36.51
    best: 45.35 (Scrambled code + broken (alter))
    Pay Less Attention with Lightweight and Dynamic ConvolutionsarXiv:1901.10430