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Models/UniNER-7B

UniNER-7B

Reported on 9 benchmarks across 1 task · 1 paper · 3 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)onCoNLL03
    F1· 2023-08-07
    93.3
    SOTA
    UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity RecognitionarXiv:2308.03279
  • Named Entity Recognition (NER)onFindVehicle
    F1· 2023-08-07
    98.3
    SOTA
    UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity RecognitionarXiv:2308.03279
  • Named Entity Recognition (NER)onNCBI Disease
    F1· 2023-08-07
    86.96
    SOTA
    UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity RecognitionarXiv:2308.03279
  • Named Entity Recognition (NER)onACE 2005
    F1· 2023-08-07
    86.69
    best: 90.9 (Ours: cross-sentence ALB)
    UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity RecognitionarXiv:2308.03279
  • Named Entity Recognition (NER)onAnatEM
    F1· 2023-08-07
    88.65
    best: 91.65 (BertForTokenClassification (Spark NLP))
    UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity RecognitionarXiv:2308.03279
  • Named Entity Recognition (NER)onBC4CHEMD
    F1· 2023-08-07
    89.21
    best: 94.39 (BertForTokenClassification (Spark NLP))
    UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity RecognitionarXiv:2308.03279
  • Named Entity Recognition (NER)onBC2GM
    F1· 2023-08-07
    82.42
    best: 88.75 (Spark NLP)
    UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity RecognitionarXiv:2308.03279
  • Named Entity Recognition (NER)onBC5CDR
    F1· 2023-08-07
    89.34
    best: 91.9 (BINDER)
    UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity RecognitionarXiv:2308.03279
  • Named Entity Recognition (NER)onGENIA
    F1· 2023-08-07
    77.54
    best: 81.77 (PIQN)
    UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity RecognitionarXiv:2308.03279