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Models/HG

HG

Reported on 18 benchmarks across 3 tasks · 2 papers

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

Knowledge Base8 results

  • Data IntegrationonWDC Products-80%cc-seen-medium
    F1 (%)· 2023-01-23
    71.4
    best: 89.61 (gpt4-0613_zeroshot)
    WDC Products: A Multi-Dimensional Entity Matching BenchmarkarXiv:2301.09521
  • Data IntegrationonWDC Products-50%cc-unseen-medium
    F1 (%)· 2023-01-23
    68.74
    best: 71.14 (RoBERTa-base)
    WDC Products: A Multi-Dimensional Entity Matching BenchmarkarXiv:2301.09521
  • Data IntegrationonAbt-Buy
    F1 (%)
    89.8
    best: 95.78 (gpt4-0613_zeroshot)
  • Data IntegrationonWDC Computers-xlarge
    F1 (%)
    96.5
    best: 98.33 (RoBERTa-SupCon)
  • Data IntegrationonWDC Watches-small
    F1 (%)
    94
  • Data IntegrationonAmazon-Google
    F1 (%)
    76.4
    best: 85.21 (gpt4-0613_fewshot-10)
  • Data IntegrationonWDC Computers-small
    F1 (%)
    88.5
    best: 96.53 (BERT)
  • Data IntegrationonWDC Watches-xlarge
    F1 (%)
    96.5
    best: 97.09 (JointBERT)

Natural Language Processing8 results

  • Entity ResolutiononWDC Products-80%cc-seen-medium
    F1 (%)· 2023-01-23
    71.4
    best: 89.61 (gpt4-0613_zeroshot)
    WDC Products: A Multi-Dimensional Entity Matching BenchmarkarXiv:2301.09521
  • Entity ResolutiononWDC Products-50%cc-unseen-medium
    F1 (%)· 2023-01-23
    68.74
    best: 71.14 (RoBERTa-base)
    WDC Products: A Multi-Dimensional Entity Matching BenchmarkarXiv:2301.09521
  • Entity ResolutiononAbt-Buy
    F1 (%)
    89.8
    best: 95.78 (gpt4-0613_zeroshot)
  • Entity ResolutiononWDC Computers-xlarge
    F1 (%)
    96.5
    best: 98.33 (RoBERTa-SupCon)
  • Entity ResolutiononWDC Watches-small
    F1 (%)
    94
  • Entity ResolutiononAmazon-Google
    F1 (%)
    76.4
    best: 85.21 (gpt4-0613_fewshot-10)
  • Entity ResolutiononWDC Computers-small
    F1 (%)
    88.5
    best: 96.53 (BERT)
  • Entity ResolutiononWDC Watches-xlarge
    F1 (%)
    96.5
    best: 97.09 (JointBERT)

Computer Vision2 results

  • Person Re-IdentificationonOccluded-DukeMTMC
    Rank-1· 2021-04-13
    61.4
    best: 84.31 (KPR + SOLIDER)
    Holistic Guidance for Occluded Person Re-IdentificationarXiv:2104.06524
  • Person Re-IdentificationonOccluded-DukeMTMC
    mAP· 2021-04-13
    50.5
    best: 75.11 (KPR + SOLIDER)
    Holistic Guidance for Occluded Person Re-IdentificationarXiv:2104.06524