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Models/GraphCodeBERT

GraphCodeBERT

Reported on 15 benchmarks across 3 tasks · 1 paper · 13 SOTA

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

Computer Code15 results

  • Program SynthesisonManyTypes4TypeScript
    Average Accuracy· 2020-09-17
    62.51
    best: 71.27 (CodeTIDAL5)
    SOTA
    GraphCodeBERT: Pre-training Code Representations with Data FlowarXiv:2009.08366
  • Program SynthesisonManyTypes4TypeScript
    Average F1· 2020-09-17
    60.57
    SOTA
    GraphCodeBERT: Pre-training Code Representations with Data FlowarXiv:2009.08366
  • Program SynthesisonManyTypes4TypeScript
    Average Precision· 2020-09-17
    60.06
    SOTA
    GraphCodeBERT: Pre-training Code Representations with Data FlowarXiv:2009.08366
  • Program SynthesisonManyTypes4TypeScript
    Average Recall· 2020-09-17
    61.08
    SOTA
    GraphCodeBERT: Pre-training Code Representations with Data FlowarXiv:2009.08366
  • Code SearchonCodeSearchNet
    Go· 2020-09-17
    84.1
    best: 97.7 (cpt-code S)
    SOTA
    GraphCodeBERT: Pre-training Code Representations with Data FlowarXiv:2009.08366
  • Code SearchonCodeSearchNet
    Overall· 2020-09-17
    77.4
    best: 93.5 (cpt-code M)
    SOTA
    GraphCodeBERT: Pre-training Code Representations with Data FlowarXiv:2009.08366
  • Code SearchonCodeSearchNet
    PHP· 2020-09-17
    72.5
    best: 97.2 (cpt-code M)
    SOTA
    GraphCodeBERT: Pre-training Code Representations with Data FlowarXiv:2009.08366
  • Code SearchonCodeSearchNet
    Python· 2020-09-17
    87.9
    best: 99.9 (cpt-code M)
    SOTA
    GraphCodeBERT: Pre-training Code Representations with Data FlowarXiv:2009.08366
  • Code SearchonCodeSearchNet
    Ruby· 2020-09-17
    73.2
    best: 86.3 (cpt-code S)
    SOTA
    GraphCodeBERT: Pre-training Code Representations with Data FlowarXiv:2009.08366
  • Type predictiononManyTypes4TypeScript
    Average Accuracy· 2020-09-17
    62.51
    best: 71.27 (CodeTIDAL5)
    SOTA
    GraphCodeBERT: Pre-training Code Representations with Data FlowarXiv:2009.08366
  • Type predictiononManyTypes4TypeScript
    Average F1· 2020-09-17
    60.57
    SOTA
    GraphCodeBERT: Pre-training Code Representations with Data FlowarXiv:2009.08366
  • Type predictiononManyTypes4TypeScript
    Average Precision· 2020-09-17
    60.06
    SOTA
    GraphCodeBERT: Pre-training Code Representations with Data FlowarXiv:2009.08366
  • Type predictiononManyTypes4TypeScript
    Average Recall· 2020-09-17
    61.08
    SOTA
    GraphCodeBERT: Pre-training Code Representations with Data FlowarXiv:2009.08366
  • Code SearchonCodeSearchNet
    JS· 2020-09-17
    71.1
    best: 86.5 (cpt-code M)
    GraphCodeBERT: Pre-training Code Representations with Data FlowarXiv:2009.08366
  • Code SearchonCodeSearchNet
    Java· 2020-09-17
    75.7
    best: 94.4 (cpt-code M)
    GraphCodeBERT: Pre-training Code Representations with Data FlowarXiv:2009.08366