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Models/TPP (LayoutMask)

TPP (LayoutMask)

Reported on 8 benchmarks across 6 tasks · 1 paper

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

Natural Language Processing8 results

  • Relation ExtractiononFUNSD
    F1· 2023-10-17
    79.2
    best: 90.81 (LayoutLMv3 large EM + BBO + RSF)
    Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path PredictionarXiv:2310.11016
  • Entity LinkingonFUNSD
    F1· 2023-10-17
    79.2
    best: 89.45 (GeoLayoutLM)
    Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path PredictionarXiv:2310.11016
  • Named Entity Recognition (NER)onFUNSD-r
    F1· 2023-10-17
    78.19
    best: 80.4 (TPP (LayoutLMv3))
    Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path PredictionarXiv:2310.11016
  • Named Entity Recognition (NER)onCORD-r
    F1· 2023-10-17
    89.34
    best: 91.85 (TPP (LayoutLMv3))
    Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path PredictionarXiv:2310.11016
  • Semantic entity labelingonFUNSD
    F1· 2023-10-17
    85.16
    best: 93.2 (LayoutMask (large))
    Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path PredictionarXiv:2310.11016
  • Key Information ExtractiononCORD
    F1· 2023-10-17
    96.92
    best: 98.52 (RORE (GeoLayoutLM))
    Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path PredictionarXiv:2310.11016
  • Reading Order DetectiononReadingBank
    Average Page-level BLEU· 2023-10-17
    98.16
    best: 98.19 (LayoutReader)
    Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path PredictionarXiv:2310.11016
  • Reading Order DetectiononReadingBank
    Average Relative Distance (ARD)· 2023-10-17
    0.37
    best: 1.75 (LayoutReader)
    Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path PredictionarXiv:2310.11016