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Models/HSRL w/ Joint Training

HSRL w/ Joint Training

Reported on 20 benchmarks across 4 tasks · 1 paper · 16 SOTA

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

Natural Language Processing15 results

  • Data-to-Text GenerationonVIST
    CIDEr· 2018-05-21
    10.71
    best: 14.1 (HEGR)
    SOTA
    Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story GenerationarXiv:1805.08191
  • Data-to-Text GenerationonVIST
    METEOR· 2018-05-21
    35.23
    best: 37.8 (HEGR)
    SOTA
    Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story GenerationarXiv:1805.08191
  • Data-to-Text GenerationonVIST
    ROUGE-L· 2018-05-21
    30.84
    best: 33.1 (TAPM)
    SOTA
    Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story GenerationarXiv:1805.08191
  • Data-to-Text GenerationonVIST
    SPICE· 2018-05-21
    12.97
    SOTA
    Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story GenerationarXiv:1805.08191
  • Visual StorytellingonVIST
    CIDEr· 2018-05-21
    10.71
    best: 14.1 (HEGR)
    SOTA
    Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story GenerationarXiv:1805.08191
  • Visual StorytellingonVIST
    METEOR· 2018-05-21
    35.23
    best: 37.8 (HEGR)
    SOTA
    Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story GenerationarXiv:1805.08191
  • Visual StorytellingonVIST
    ROUGE-L· 2018-05-21
    30.84
    best: 33.1 (TAPM)
    SOTA
    Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story GenerationarXiv:1805.08191
  • Visual StorytellingonVIST
    SPICE· 2018-05-21
    12.97
    SOTA
    Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story GenerationarXiv:1805.08191
  • Story GenerationonVIST
    CIDEr· 2018-05-21
    10.71
    best: 14.1 (HEGR)
    SOTA
    Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story GenerationarXiv:1805.08191
  • Story GenerationonVIST
    METEOR· 2018-05-21
    35.23
    best: 37.8 (HEGR)
    SOTA
    Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story GenerationarXiv:1805.08191
  • Story GenerationonVIST
    ROUGE-L· 2018-05-21
    30.84
    best: 33.1 (TAPM)
    SOTA
    Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story GenerationarXiv:1805.08191
  • Story GenerationonVIST
    SPICE· 2018-05-21
    12.97
    SOTA
    Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story GenerationarXiv:1805.08191
  • Data-to-Text GenerationonVIST
    BLEU-4· 2018-05-21
    12.32
    best: 16.7 (HEGR)
    Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story GenerationarXiv:1805.08191
  • Visual StorytellingonVIST
    BLEU-4· 2018-05-21
    12.32
    best: 16.7 (HEGR)
    Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story GenerationarXiv:1805.08191
  • Story GenerationonVIST
    BLEU-4· 2018-05-21
    12.32
    best: 16.7 (HEGR)
    Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story GenerationarXiv:1805.08191

Adversarial5 results

  • Text GenerationonVIST
    CIDEr· 2018-05-21
    10.71
    best: 14.1 (HEGR)
    SOTA
    Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story GenerationarXiv:1805.08191
  • Text GenerationonVIST
    METEOR· 2018-05-21
    35.23
    best: 37.8 (HEGR)
    SOTA
    Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story GenerationarXiv:1805.08191
  • Text GenerationonVIST
    ROUGE-L· 2018-05-21
    30.84
    best: 33.1 (TAPM)
    SOTA
    Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story GenerationarXiv:1805.08191
  • Text GenerationonVIST
    SPICE· 2018-05-21
    12.97
    SOTA
    Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story GenerationarXiv:1805.08191
  • Text GenerationonVIST
    BLEU-4· 2018-05-21
    12.32
    best: 16.7 (HEGR)
    Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story GenerationarXiv:1805.08191