TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/GraphStar

GraphStar

Reported on 12 benchmarks across 4 tasks · 1 paper · 5 SOTA

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

Natural Language Processing6 results

  • Text ClassificationonR52
    Accuracy· 2019-06-21
    95
    best: 96.6 (1-6 BertGCN)
    SOTA
    Graph Star Net for Generalized Multi-Task LearningarXiv:1906.12330
  • Text ClassificationonR8
    Accuracy· 2019-06-21
    97.4
    best: 98.451 (DeBERTa)
    SOTA
    Graph Star Net for Generalized Multi-Task LearningarXiv:1906.12330
  • Sentiment AnalysisonMR
    Accuracy· 2019-06-21
    76.6
    best: 93.3 (VLAWE)
    Graph Star Net for Generalized Multi-Task LearningarXiv:1906.12330
  • Sentiment AnalysisonIMDb
    Accuracy· 2019-06-21
    96
    best: 96.68 (RoBERTa-large with LlamBERT)
    Graph Star Net for Generalized Multi-Task LearningarXiv:1906.12330
  • Text ClassificationonOhsumed
    Accuracy· 2019-06-21
    64.2
    best: 72.8 (RoBERTaGCN)
    Graph Star Net for Generalized Multi-Task LearningarXiv:1906.12330
  • Text Classificationon20NEWS
    Accuracy· 2019-06-21
    86.9
    best: 93 (LinearSVM+TFIDF)
    Graph Star Net for Generalized Multi-Task LearningarXiv:1906.12330

Methodology4 results

  • ClassificationonR52
    Accuracy· 2019-06-21
    95
    best: 96.6 (1-6 BertGCN)
    SOTA
    Graph Star Net for Generalized Multi-Task LearningarXiv:1906.12330
  • ClassificationonR8
    Accuracy· 2019-06-21
    97.4
    best: 98.451 (DeBERTa)
    SOTA
    Graph Star Net for Generalized Multi-Task LearningarXiv:1906.12330
  • ClassificationonOhsumed
    Accuracy· 2019-06-21
    64.2
    best: 72.8 (RoBERTaGCN)
    Graph Star Net for Generalized Multi-Task LearningarXiv:1906.12330
  • Classificationon20NEWS
    Accuracy· 2019-06-21
    86.9
    best: 93 (LinearSVM+TFIDF)
    Graph Star Net for Generalized Multi-Task LearningarXiv:1906.12330

Graphs2 results

  • Node ClassificationonPPI
    F1· 2019-06-21
    99.4
    best: 99.71 (g2-MLP)
    SOTA
    Graph Star Net for Generalized Multi-Task LearningarXiv:1906.12330
  • Node ClassificationonCiteseer
    Accuracy· 2019-06-21
    71
    best: 76.33 (3ference)
    Graph Star Net for Generalized Multi-Task LearningarXiv:1906.12330