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Models/BLSTM-CNN-Char (SparkNLP)

BLSTM-CNN-Char (SparkNLP)

Reported on 8 benchmarks across 1 task · 1 paper · 6 SOTA

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

Natural Language Processing8 results

Named Entity Recognition (NER)onSpecies800
F1· 2020-11-12
80.91
best: 82.59 (BertForTokenClassification (Spark NLP))
SOTA
Biomedical Named Entity Recognition at Scale arXiv:2011.06315
Named Entity Recognition (NER)onBioNLP13-CG
F1· 2020-11-12
85.58
best: 87.85 (aimped)
SOTA
Biomedical Named Entity Recognition at Scale arXiv:2011.06315
Named Entity Recognition (NER)onAnatEM
F1· 2020-11-12
89.13
best: 91.65 (BertForTokenClassification (Spark NLP))
SOTA
Biomedical Named Entity Recognition at Scale arXiv:2011.06315
Named Entity Recognition (NER)onBC4CHEMD
F1· 2020-11-12
93.72
best: 94.39 (BertForTokenClassification (Spark NLP))
SOTA
Biomedical Named Entity Recognition at Scale arXiv:2011.06315
Named Entity Recognition (NER)onBC5CDR
F1· 2020-11-12
89.73
best: 91.9 (BINDER)
SOTA
Biomedical Named Entity Recognition at Scale arXiv:2011.06315
Named Entity Recognition (NER)onJNLPBA
F1· 2020-11-12
81.29
best: 82 (KeBioLM)
SOTA
Biomedical Named Entity Recognition at Scale arXiv:2011.06315
Named Entity Recognition (NER)onNCBI-disease
F1· 2020-11-12
89.13
best: 89.71 (BioBERT)
Biomedical Named Entity Recognition at Scale arXiv:2011.06315
Named Entity Recognition (NER)onLINNAEUS
F1· 2020-11-12
86.26
best: 92.7 (BERN2)
Biomedical Named Entity Recognition at Scale arXiv:2011.06315