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Models/RoBERTa-SupCon

RoBERTa-SupCon

Reported on 14 benchmarks across 2 tasks · 2 papers · 12 SOTA

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

Knowledge Base7 results

  • Data IntegrationonWDC Products-80%cc-seen-medium-multi
    F1 Micro· 2023-01-23
    88.63
    SOTA
    WDC Products: A Multi-Dimensional Entity Matching BenchmarkarXiv:2301.09521
  • Data IntegrationonWDC Products-80%cc-seen-medium
    F1 (%)· 2023-01-23
    79.99
    best: 89.61 (gpt4-0613_zeroshot)
    SOTA
    WDC Products: A Multi-Dimensional Entity Matching BenchmarkarXiv:2301.09521
  • Data IntegrationonAbt-Buy
    F1 (%)· 2022-02-04
    94.29
    best: 95.78 (gpt4-0613_zeroshot)
    SOTA
    Supervised Contrastive Learning for Product MatchingarXiv:2202.02098
  • Data IntegrationonWDC Computers-xlarge
    F1 (%)· 2022-02-04
    98.33
    SOTA
    Supervised Contrastive Learning for Product MatchingarXiv:2202.02098
  • Data IntegrationonAmazon-Google
    F1 (%)· 2022-02-04
    79.28
    best: 85.21 (gpt4-0613_fewshot-10)
    SOTA
    Supervised Contrastive Learning for Product MatchingarXiv:2202.02098
  • Data IntegrationonWDC Computers-small
    F1 (%)· 2022-02-04
    95.21
    best: 96.53 (BERT)
    SOTA
    Supervised Contrastive Learning for Product MatchingarXiv:2202.02098
  • Data IntegrationonWDC Products-50%cc-unseen-medium
    F1 (%)· 2023-01-23
    57.23
    best: 71.14 (RoBERTa-base)
    WDC Products: A Multi-Dimensional Entity Matching BenchmarkarXiv:2301.09521

Natural Language Processing7 results

  • Entity ResolutiononWDC Products-80%cc-seen-medium-multi
    F1 Micro· 2023-01-23
    88.63
    SOTA
    WDC Products: A Multi-Dimensional Entity Matching BenchmarkarXiv:2301.09521
  • Entity ResolutiononWDC Products-80%cc-seen-medium
    F1 (%)· 2023-01-23
    79.99
    best: 89.61 (gpt4-0613_zeroshot)
    SOTA
    WDC Products: A Multi-Dimensional Entity Matching BenchmarkarXiv:2301.09521
  • Entity ResolutiononAbt-Buy
    F1 (%)· 2022-02-04
    94.29
    best: 95.78 (gpt4-0613_zeroshot)
    SOTA
    Supervised Contrastive Learning for Product MatchingarXiv:2202.02098
  • Entity ResolutiononWDC Computers-xlarge
    F1 (%)· 2022-02-04
    98.33
    SOTA
    Supervised Contrastive Learning for Product MatchingarXiv:2202.02098
  • Entity ResolutiononAmazon-Google
    F1 (%)· 2022-02-04
    79.28
    best: 85.21 (gpt4-0613_fewshot-10)
    SOTA
    Supervised Contrastive Learning for Product MatchingarXiv:2202.02098
  • Entity ResolutiononWDC Computers-small
    F1 (%)· 2022-02-04
    95.21
    best: 96.53 (BERT)
    SOTA
    Supervised Contrastive Learning for Product MatchingarXiv:2202.02098
  • Entity ResolutiononWDC Products-50%cc-unseen-medium
    F1 (%)· 2023-01-23
    57.23
    best: 71.14 (RoBERTa-base)
    WDC Products: A Multi-Dimensional Entity Matching BenchmarkarXiv:2301.09521