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Reported on 15 benchmarks across 3 tasks · 1 paper · 3 SOTA

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

Natural Language Processing10 results

  • Data-to-Text GenerationonWikiGraphs
    Test perplexity· 2021-07-20
    27.4
    best: 25.85 (Unconditional)
    SOTA
    WikiGraphs: A Wikipedia Text - Knowledge Graph Paired DatasetarXiv:2107.09556
  • KG-to-Text GenerationonWikiGraphs
    Test perplexity· 2021-07-20
    27.4
    best: 25.85 (Unconditional)
    SOTA
    WikiGraphs: A Wikipedia Text - Knowledge Graph Paired DatasetarXiv:2107.09556
  • Data-to-Text GenerationonWikiGraphs
    rBLEU (Test)· 2021-07-20
    25.31
    best: 26.22 (GNN)
    WikiGraphs: A Wikipedia Text - Knowledge Graph Paired DatasetarXiv:2107.09556
  • Data-to-Text GenerationonWikiGraphs
    rBLEU (Valid)· 2021-07-20
    30.51
    best: 31.39 (GNN)
    WikiGraphs: A Wikipedia Text - Knowledge Graph Paired DatasetarXiv:2107.09556
  • Data-to-Text GenerationonWikiGraphs
    rBLEU(w/title)(Test)· 2021-07-20
    27.43
    best: 28.35 (GNN)
    WikiGraphs: A Wikipedia Text - Knowledge Graph Paired DatasetarXiv:2107.09556
  • Data-to-Text GenerationonWikiGraphs
    rBLEU(w/title)(Valid)· 2021-07-20
    32.6
    best: 32.65 (GNN)
    WikiGraphs: A Wikipedia Text - Knowledge Graph Paired DatasetarXiv:2107.09556
  • KG-to-Text GenerationonWikiGraphs
    rBLEU (Test)· 2021-07-20
    25.31
    best: 26.22 (GNN)
    WikiGraphs: A Wikipedia Text - Knowledge Graph Paired DatasetarXiv:2107.09556
  • KG-to-Text GenerationonWikiGraphs
    rBLEU (Valid)· 2021-07-20
    30.51
    best: 31.39 (GNN)
    WikiGraphs: A Wikipedia Text - Knowledge Graph Paired DatasetarXiv:2107.09556
  • KG-to-Text GenerationonWikiGraphs
    rBLEU(w/title)(Test)· 2021-07-20
    27.43
    best: 28.35 (GNN)
    WikiGraphs: A Wikipedia Text - Knowledge Graph Paired DatasetarXiv:2107.09556
  • KG-to-Text GenerationonWikiGraphs
    rBLEU(w/title)(Valid)· 2021-07-20
    32.6
    best: 32.65 (GNN)
    WikiGraphs: A Wikipedia Text - Knowledge Graph Paired DatasetarXiv:2107.09556

Adversarial5 results

  • Text GenerationonWikiGraphs
    Test perplexity· 2021-07-20
    27.4
    best: 25.85 (Unconditional)
    SOTA
    WikiGraphs: A Wikipedia Text - Knowledge Graph Paired DatasetarXiv:2107.09556
  • Text GenerationonWikiGraphs
    rBLEU (Test)· 2021-07-20
    25.31
    best: 26.22 (GNN)
    WikiGraphs: A Wikipedia Text - Knowledge Graph Paired DatasetarXiv:2107.09556
  • Text GenerationonWikiGraphs
    rBLEU (Valid)· 2021-07-20
    30.51
    best: 31.39 (GNN)
    WikiGraphs: A Wikipedia Text - Knowledge Graph Paired DatasetarXiv:2107.09556
  • Text GenerationonWikiGraphs
    rBLEU(w/title)(Test)· 2021-07-20
    27.43
    best: 28.35 (GNN)
    WikiGraphs: A Wikipedia Text - Knowledge Graph Paired DatasetarXiv:2107.09556
  • Text GenerationonWikiGraphs
    rBLEU(w/title)(Valid)· 2021-07-20
    32.6
    best: 32.65 (GNN)
    WikiGraphs: A Wikipedia Text - Knowledge Graph Paired DatasetarXiv:2107.09556