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Models/MGCL

MGCL

Reported on 56 benchmarks across 4 tasks

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

Natural Language Processing42 results

  • Data-to-Text GenerationonLSMDC-E
    BLEU-1
    15.89
    best: 18.52 (MMT)
  • Data-to-Text GenerationonLSMDC-E
    BLEU-2
    4.76
    best: 5.99 (MMT)
  • Data-to-Text GenerationonLSMDC-E
    BLEU-3
    1.57
    best: 2.51 (MMT)
  • Data-to-Text GenerationonLSMDC-E
    BLEU-4
    0
    best: 1.13 (MMT)
  • Data-to-Text GenerationonLSMDC-E
    CIDEr
    9.16
    best: 12.41 (MMT)
  • Data-to-Text GenerationonLSMDC-E
    METEOR
    11.61
    best: 12.87 (MMT)
  • Data-to-Text GenerationonLSMDC-E
    ROUGE-L
    20.3
    best: 20.99 (MMT)
  • Data-to-Text GenerationonVIST-E
    BLEU-1
    22.57
    best: 22.87 (MMT)
  • Data-to-Text GenerationonVIST-E
    BLEU-2
    8.16
    best: 8.68 (MMT)
  • Data-to-Text GenerationonVIST-E
    BLEU-3
    4.23
    best: 4.38 (MMT)
  • Data-to-Text GenerationonVIST-E
    BLEU-4
    2.49
    best: 2.61 (MMT)
  • Data-to-Text GenerationonVIST-E
    CIDEr
    21.64
    best: 25.41 (MMT)
  • Data-to-Text GenerationonVIST-E
    METEOR
    7.84
    best: 15.55 (MMT)
  • Data-to-Text GenerationonVIST-E
    ROUGE-L
    21.66
    best: 23.61 (MMT)
  • Visual StorytellingonLSMDC-E
    BLEU-1
    15.89
    best: 18.52 (MMT)
  • Visual StorytellingonLSMDC-E
    BLEU-2
    4.76
    best: 5.99 (MMT)
  • Visual StorytellingonLSMDC-E
    BLEU-3
    1.57
    best: 2.51 (MMT)
  • Visual StorytellingonLSMDC-E
    BLEU-4
    0
    best: 1.13 (MMT)
  • Visual StorytellingonLSMDC-E
    CIDEr
    9.16
    best: 12.41 (MMT)
  • Visual StorytellingonLSMDC-E
    METEOR
    11.61
    best: 12.87 (MMT)
  • Visual StorytellingonLSMDC-E
    ROUGE-L
    20.3
    best: 20.99 (MMT)
  • Visual StorytellingonVIST-E
    BLEU-1
    22.57
    best: 22.87 (MMT)
  • Visual StorytellingonVIST-E
    BLEU-2
    8.16
    best: 8.68 (MMT)
  • Visual StorytellingonVIST-E
    BLEU-3
    4.23
    best: 4.38 (MMT)
  • Visual StorytellingonVIST-E
    BLEU-4
    2.49
    best: 2.61 (MMT)
  • Visual StorytellingonVIST-E
    CIDEr
    21.64
    best: 25.41 (MMT)
  • Visual StorytellingonVIST-E
    METEOR
    7.84
    best: 15.55 (MMT)
  • Visual StorytellingonVIST-E
    ROUGE-L
    21.66
    best: 23.61 (MMT)
  • Story GenerationonLSMDC-E
    BLEU-1
    15.89
    best: 18.52 (MMT)
  • Story GenerationonLSMDC-E
    BLEU-2
    4.76
    best: 5.99 (MMT)
  • Story GenerationonLSMDC-E
    BLEU-3
    1.57
    best: 2.51 (MMT)
  • Story GenerationonLSMDC-E
    BLEU-4
    0
    best: 1.13 (MMT)
  • Story GenerationonLSMDC-E
    CIDEr
    9.16
    best: 12.41 (MMT)
  • Story GenerationonLSMDC-E
    METEOR
    11.61
    best: 12.87 (MMT)
  • Story GenerationonLSMDC-E
    ROUGE-L
    20.3
    best: 20.99 (MMT)
  • Story GenerationonVIST-E
    BLEU-1
    22.57
    best: 22.87 (MMT)
  • Story GenerationonVIST-E
    BLEU-2
    8.16
    best: 8.68 (MMT)
  • Story GenerationonVIST-E
    BLEU-3
    4.23
    best: 4.38 (MMT)
  • Story GenerationonVIST-E
    BLEU-4
    2.49
    best: 2.61 (MMT)
  • Story GenerationonVIST-E
    CIDEr
    21.64
    best: 25.41 (MMT)
  • Story GenerationonVIST-E
    METEOR
    7.84
    best: 15.55 (MMT)
  • Story GenerationonVIST-E
    ROUGE-L
    21.66
    best: 23.61 (MMT)

Adversarial14 results

  • Text GenerationonLSMDC-E
    BLEU-1
    15.89
    best: 18.52 (MMT)
  • Text GenerationonLSMDC-E
    BLEU-2
    4.76
    best: 5.99 (MMT)
  • Text GenerationonLSMDC-E
    BLEU-3
    1.57
    best: 2.51 (MMT)
  • Text GenerationonLSMDC-E
    BLEU-4
    0
    best: 1.13 (MMT)
  • Text GenerationonLSMDC-E
    CIDEr
    9.16
    best: 12.41 (MMT)
  • Text GenerationonLSMDC-E
    METEOR
    11.61
    best: 12.87 (MMT)
  • Text GenerationonLSMDC-E
    ROUGE-L
    20.3
    best: 20.99 (MMT)
  • Text GenerationonVIST-E
    BLEU-1
    22.57
    best: 22.87 (MMT)
  • Text GenerationonVIST-E
    BLEU-2
    8.16
    best: 8.68 (MMT)
  • Text GenerationonVIST-E
    BLEU-3
    4.23
    best: 4.38 (MMT)
  • Text GenerationonVIST-E
    BLEU-4
    2.49
    best: 2.61 (MMT)
  • Text GenerationonVIST-E
    CIDEr
    21.64
    best: 25.41 (MMT)
  • Text GenerationonVIST-E
    METEOR
    7.84
    best: 15.55 (MMT)
  • Text GenerationonVIST-E
    ROUGE-L
    21.66
    best: 23.61 (MMT)