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Models/Second-best learning and decoding

Second-best learning and decoding

Reported on 6 benchmarks across 2 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 Processing9 results

  • Named Entity Recognition (NER)onACE 2004
    F1· 2019-09-05
    85.82
    best: 90.3 (Ours: cross-sentence ALB)
    SOTA
    Nested Named Entity Recognition via Second-best Sequence Learning and DecodingarXiv:1909.02250
  • Named Entity Recognition (NER)onACE 2005
    F1· 2019-09-05
    84.34
    best: 90.9 (Ours: cross-sentence ALB)
    SOTA
    Nested Named Entity Recognition via Second-best Sequence Learning and DecodingarXiv:1909.02250
  • Named Entity Recognition (NER)onNNE
    Micro F1· 2019-09-05
    93.19
    best: 94.68 (Pyramid)
    SOTA
    Nested Named Entity Recognition via Second-best Sequence Learning and DecodingarXiv:1909.02250
  • Nested Mention RecognitiononACE 2005
    F1· 2019-09-05
    84.34
    best: 85.46 (BoningKnife)
    SOTA
    Nested Named Entity Recognition via Second-best Sequence Learning and DecodingarXiv:1909.02250
  • Nested Mention RecognitiononACE 2004
    F1· 2019-09-05
    85.82
    best: 86.41 (BoningKnife)
    SOTA
    Nested Named Entity Recognition via Second-best Sequence Learning and DecodingarXiv:1909.02250
  • Named Entity Recognition (NER)onGENIA
    F1· 2019-09-05
    77.19
    best: 81.77 (PIQN)
    Nested Named Entity Recognition via Second-best Sequence Learning and DecodingarXiv:1909.02250
  • Named Entity Recognition (NER)onACE 2005
    F1· 2019-09-05
    76.83
    best: 90.9 (Ours: cross-sentence ALB)
    Nested Named Entity Recognition via Second-best Sequence Learning and DecodingarXiv:1909.02250
  • Named Entity Recognition (NER)onACE 2004
    F1· 2019-09-05
    77.44
    best: 90.3 (Ours: cross-sentence ALB)
    Nested Named Entity Recognition via Second-best Sequence Learning and DecodingarXiv:1909.02250
  • Named Entity Recognition (NER)onGENIA
    F1· 2019-09-05
    77.19
    best: 81.77 (PIQN)
    Nested Named Entity Recognition via Second-best Sequence Learning and DecodingarXiv:1909.02250