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Models/GraphWriter

GraphWriter

Reported on 21 benchmarks across 3 tasks · 2 papers · 18 SOTA

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

Natural Language Processing14 results

  • Data-to-Text GenerationonEventNarrative
    BLEU· 2021-10-30
    30.78
    best: 35.08 (GAP - Me,r+γ)
    SOTA
    EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationarXiv:2111.00276
  • Data-to-Text GenerationonEventNarrative
    BertScore· 2021-10-30
    92.12
    best: 93.68 (JointGT)
    SOTA
    EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationarXiv:2111.00276
  • Data-to-Text GenerationonEventNarrative
    CIDEr· 2021-10-30
    4.59
    SOTA
    EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationarXiv:2111.00276
  • Data-to-Text GenerationonEventNarrative
    METEOR· 2021-10-30
    27.72
    SOTA
    EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationarXiv:2111.00276
  • Data-to-Text GenerationonEventNarrative
    ROUGE· 2021-10-30
    71.92
    SOTA
    EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationarXiv:2111.00276
  • KG-to-Text GenerationonEventNarrative
    BLEU· 2021-10-30
    30.78
    best: 35.08 (GAP - Me,r+γ)
    SOTA
    EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationarXiv:2111.00276
  • KG-to-Text GenerationonEventNarrative
    BertScore· 2021-10-30
    92.12
    best: 93.68 (JointGT)
    SOTA
    EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationarXiv:2111.00276
  • KG-to-Text GenerationonEventNarrative
    CIDEr· 2021-10-30
    4.59
    SOTA
    EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationarXiv:2111.00276
  • KG-to-Text GenerationonEventNarrative
    METEOR· 2021-10-30
    27.72
    SOTA
    EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationarXiv:2111.00276
  • KG-to-Text GenerationonEventNarrative
    ROUGE· 2021-10-30
    71.92
    SOTA
    EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationarXiv:2111.00276
  • Data-to-Text GenerationonAGENDA
    BLEU· 2019-04-04
    14.3
    best: 25.66 (BART-large+ STA)
    SOTA
    Text Generation from Knowledge Graphs with Graph TransformersarXiv:1904.02342
  • KG-to-Text GenerationonAGENDA
    BLEU· 2019-04-04
    14.3
    best: 25.66 (BART-large+ STA)
    SOTA
    Text Generation from Knowledge Graphs with Graph TransformersarXiv:1904.02342
  • Data-to-Text GenerationonEventNarrative
    ChrF++· 2021-10-30
    47.91
    best: 64.71 (BART)
    EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationarXiv:2111.00276
  • KG-to-Text GenerationonEventNarrative
    ChrF++· 2021-10-30
    47.91
    best: 64.71 (BART)
    EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationarXiv:2111.00276

Adversarial7 results

  • Text GenerationonEventNarrative
    BLEU· 2021-10-30
    30.78
    best: 35.08 (GAP - Me,r+γ)
    SOTA
    EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationarXiv:2111.00276
  • Text GenerationonEventNarrative
    BertScore· 2021-10-30
    92.12
    best: 93.68 (JointGT)
    SOTA
    EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationarXiv:2111.00276
  • Text GenerationonEventNarrative
    CIDEr· 2021-10-30
    4.59
    SOTA
    EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationarXiv:2111.00276
  • Text GenerationonEventNarrative
    METEOR· 2021-10-30
    27.72
    SOTA
    EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationarXiv:2111.00276
  • Text GenerationonEventNarrative
    ROUGE· 2021-10-30
    71.92
    SOTA
    EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationarXiv:2111.00276
  • Text GenerationonAGENDA
    BLEU· 2019-04-04
    14.3
    best: 25.66 (BART-large+ STA)
    SOTA
    Text Generation from Knowledge Graphs with Graph TransformersarXiv:1904.02342
  • Text GenerationonEventNarrative
    ChrF++· 2021-10-30
    47.91
    best: 64.71 (BART)
    EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationarXiv:2111.00276