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Models/FactT5B

FactT5B

Reported on 37 benchmarks across 5 tasks

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

Natural Language Processing26 results

  • Data-to-Text GenerationonWebNLG
    BLEU
    67.04
    best: 67.32 (Control Prefixes (A1, T5-large))
  • Data-to-Text GenerationonWebNLG
    FactSpotter
    99.71
  • Data-to-Text GenerationonWebNLG
    METEOR
    48.22
    best: 48.35 (T5B Baseline)
  • Data-to-Text GenerationonDART
    BLEU
    48.37
    best: 48.47 (T5B Baseline)
  • Data-to-Text GenerationonDART
    FactSpotter
    97.6
  • Data-to-Text GenerationonDART
    METEOR
    40.72
    best: 40.74 (T5B Baseline)
  • Data-to-Text GenerationonWebNLG 2.0 (Constrained)
    BLEU
    67.08
  • Data-to-Text GenerationonWebNLG 2.0 (Constrained)
    FactSpotter
    99.71
  • Data-to-Text GenerationonWebNLG 2.0 (Constrained)
    METEOR
    48.34
    best: 48.35 (T5B Baseline)
  • Table-to-Text GenerationonDART
    BERT
    0.9505
  • Table-to-Text GenerationonDART
    BLEU
    48.37
    best: 48.47 (T5B Baseline)
  • Table-to-Text GenerationonDART
    BLEURT
    0.6743
    best: 0.6749 (T5B Baseline)
  • Table-to-Text GenerationonDART
    FactSpotter
    97.6
  • Table-to-Text GenerationonDART
    METEOR
    0.4072
    best: 0.4074 (T5B Baseline)
  • Question GenerationonGrailQA-Zero-Shot
    FactSpotter
    95.61
  • Question GenerationonGrailQA-Zero-Shot
    METEOR
    37.39
    best: 37.69 (JointGT)
  • Question GenerationonGrailQA-Zero-Shot
    bleu
    32.39
    best: 32.94 (JointGT)
  • Question GenerationonGrailQA-Compositional
    BLEU
    31.66
    best: 31.75 (T5B)
  • Question GenerationonGrailQA-Compositional
    FactSpotter
    96.53
    best: 97.1 (FactJointGT)
  • Question GenerationonGrailQA-Compositional
    METEOR
    35.72
    best: 36.21 (FactJointGT)
  • Question GenerationonGrailQA-IID
    BLEU
    46.1
  • Question GenerationonGrailQA-IID
    FactSpotter
    99.5
  • Question GenerationonGrailQA-IID
    METEOR
    42.67
    best: 42.71 (T5B)
  • KG-to-Text GenerationonWebNLG 2.0 (Constrained)
    BLEU
    67.08
  • KG-to-Text GenerationonWebNLG 2.0 (Constrained)
    FactSpotter
    99.71
  • KG-to-Text GenerationonWebNLG 2.0 (Constrained)
    METEOR
    48.34
    best: 48.35 (T5B Baseline)

Adversarial17 results

  • Text GenerationonDART
    BLEU
    48.37
    best: 48.74 (T5B Baseline)
  • Text GenerationonDART
    FactSpotter
    97.6
  • Text GenerationonDART
    METEOR
    0.4072
    best: 40.74 (T5B Baseline)
  • Text GenerationonWebNLG
    BLEU
    67.04
    best: 67.32 (Control Prefixes (A1, T5-large))
  • Text GenerationonWebNLG
    FactSpotter
    99.71
  • Text GenerationonWebNLG
    METEOR
    48.22
    best: 48.35 (T5B Baseline)
  • Text GenerationonDART
    BLEU
    48.37
    best: 48.74 (T5B Baseline)
  • Text GenerationonDART
    FactSpotter
    97.6
  • Text GenerationonDART
    METEOR
    40.72
    best: 40.74 (T5B Baseline)
  • Text GenerationonWebNLG 2.0 (Constrained)
    BLEU
    67.08
  • Text GenerationonWebNLG 2.0 (Constrained)
    FactSpotter
    99.71
  • Text GenerationonWebNLG 2.0 (Constrained)
    METEOR
    48.34
    best: 48.35 (T5B Baseline)
  • Text GenerationonDART
    BERT
    0.9505
  • Text GenerationonDART
    BLEU
    48.37
    best: 48.74 (T5B Baseline)
  • Text GenerationonDART
    BLEURT
    0.6743
    best: 0.6749 (T5B Baseline)
  • Text GenerationonDART
    FactSpotter
    97.6
  • Text GenerationonDART
    METEOR
    0.4072
    best: 40.74 (T5B Baseline)