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Models/Force-Copy

Force-Copy

Reported on 18 benchmarks across 2 tasks · 1 paper · 2 SOTA

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

Adversarial9 results

  • Text GenerationonMLB Dataset (Content Selection)
    Precision· 2021-12-20
    49.39
    SOTA
    May the Force Be with Your Copy Mechanism: Enhanced Supervised-Copy Method for Natural Language GenerationarXiv:2112.10360
  • Text GenerationonRotoWire (Relation Generation)
    count· 2021-12-20
    27.37
    best: 46.7 (SeqPlan)
    May the Force Be with Your Copy Mechanism: Enhanced Supervised-Copy Method for Natural Language GenerationarXiv:2112.10360
  • Text GenerationonMLB Dataset (Content Selection)
    Recall· 2021-12-20
    50.89
    best: 54.9 (Macro)
    May the Force Be with Your Copy Mechanism: Enhanced Supervised-Copy Method for Natural Language GenerationarXiv:2112.10360
  • Text GenerationonMLB Dataset (Content Ordering)
    DLD· 2021-12-20
    21.16
    best: 22.7 (SeqPlan)
    May the Force Be with Your Copy Mechanism: Enhanced Supervised-Copy Method for Natural Language GenerationarXiv:2112.10360
  • Text GenerationonMLB Dataset
    BLEU· 2021-12-20
    10.5
    best: 14.29 (SeqPlan)
    May the Force Be with Your Copy Mechanism: Enhanced Supervised-Copy Method for Natural Language GenerationarXiv:2112.10360
  • Text GenerationonRotoWire (Content Ordering)
    BLEU· 2021-12-20
    15.8
    best: 17.5 (Hierarchical Transformer Encoder + conditional copy)
    May the Force Be with Your Copy Mechanism: Enhanced Supervised-Copy Method for Natural Language GenerationarXiv:2112.10360
  • Text GenerationonRotoWire
    BLEU· 2021-12-20
    17.26
    best: 17.96 (HierarchicalEncoder + NR + IR)
    May the Force Be with Your Copy Mechanism: Enhanced Supervised-Copy Method for Natural Language GenerationarXiv:2112.10360
  • Text GenerationonMLB Dataset (Relation Generation)
    Precision· 2021-12-20
    84.5
    best: 95.9 (SeqPlan)
    May the Force Be with Your Copy Mechanism: Enhanced Supervised-Copy Method for Natural Language GenerationarXiv:2112.10360
  • Text GenerationonMLB Dataset (Relation Generation)
    count· 2021-12-20
    21.05
    best: 30.8 (Macro)
    May the Force Be with Your Copy Mechanism: Enhanced Supervised-Copy Method for Natural Language GenerationarXiv:2112.10360

Natural Language Processing9 results

  • Data-to-Text GenerationonMLB Dataset (Content Selection)
    Precision· 2021-12-20
    49.39
    SOTA
    May the Force Be with Your Copy Mechanism: Enhanced Supervised-Copy Method for Natural Language GenerationarXiv:2112.10360
  • Data-to-Text GenerationonRotoWire (Relation Generation)
    count· 2021-12-20
    27.37
    best: 46.7 (SeqPlan)
    May the Force Be with Your Copy Mechanism: Enhanced Supervised-Copy Method for Natural Language GenerationarXiv:2112.10360
  • Data-to-Text GenerationonMLB Dataset (Content Selection)
    Recall· 2021-12-20
    50.89
    best: 54.9 (Macro)
    May the Force Be with Your Copy Mechanism: Enhanced Supervised-Copy Method for Natural Language GenerationarXiv:2112.10360
  • Data-to-Text GenerationonMLB Dataset (Content Ordering)
    DLD· 2021-12-20
    21.16
    best: 22.7 (SeqPlan)
    May the Force Be with Your Copy Mechanism: Enhanced Supervised-Copy Method for Natural Language GenerationarXiv:2112.10360
  • Data-to-Text GenerationonMLB Dataset
    BLEU· 2021-12-20
    10.5
    best: 14.29 (SeqPlan)
    May the Force Be with Your Copy Mechanism: Enhanced Supervised-Copy Method for Natural Language GenerationarXiv:2112.10360
  • Data-to-Text GenerationonRotoWire (Content Ordering)
    BLEU· 2021-12-20
    15.8
    best: 17.5 (Hierarchical Transformer Encoder + conditional copy)
    May the Force Be with Your Copy Mechanism: Enhanced Supervised-Copy Method for Natural Language GenerationarXiv:2112.10360
  • Data-to-Text GenerationonRotoWire
    BLEU· 2021-12-20
    17.26
    best: 17.96 (HierarchicalEncoder + NR + IR)
    May the Force Be with Your Copy Mechanism: Enhanced Supervised-Copy Method for Natural Language GenerationarXiv:2112.10360
  • Data-to-Text GenerationonMLB Dataset (Relation Generation)
    Precision· 2021-12-20
    84.5
    best: 95.9 (SeqPlan)
    May the Force Be with Your Copy Mechanism: Enhanced Supervised-Copy Method for Natural Language GenerationarXiv:2112.10360
  • Data-to-Text GenerationonMLB Dataset (Relation Generation)
    count· 2021-12-20
    21.05
    best: 30.8 (Macro)
    May the Force Be with Your Copy Mechanism: Enhanced Supervised-Copy Method for Natural Language GenerationarXiv:2112.10360