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SOTA
命名实体识别 (NER)
Named Entity Recognition Ner On Jnlpba
Named Entity Recognition Ner On Jnlpba
评估指标
F1
评测结果
各个模型在此基准测试上的表现结果
Columns
模型名称
F1
Paper Title
Repository
KeBioLM
82.0
Improving Biomedical Pretrained Language Models with Knowledge
Spark NLP
81.29
Biomedical Named Entity Recognition at Scale
BLSTM-CNN-Char (SparkNLP)
81.29
Biomedical Named Entity Recognition at Scale
BINDER
80.3
Optimizing Bi-Encoder for Named Entity Recognition via Contrastive Learning
BioMobileBERT
80.13
On the Effectiveness of Compact Biomedical Transformers
BioLinkBERT (large)
80.06
LinkBERT: Pretraining Language Models with Document Links
DistilBioBERT
79.97
On the Effectiveness of Compact Biomedical Transformers
CompactBioBERT
79.88
On the Effectiveness of Compact Biomedical Transformers
PubMedBERT uncased
79.1
Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing
BioDistilBERT
79.1
On the Effectiveness of Compact Biomedical Transformers
BioKMNER + BioBERT
77.83
Improving Biomedical Named Entity Recognition with Syntactic Information
-
aimped
77.72
-
-
BioBERT
77.59
BioBERT: a pre-trained biomedical language representation model for biomedical text mining
SciFive-Large
77.55
SciFive: a text-to-text transformer model for biomedical literature
BioFLAIR
77.03
BioFLAIR: Pretrained Pooled Contextualized Embeddings for Biomedical Sequence Labeling Tasks
MINER
77.03
MINER: Improving Out-of-Vocabulary Named Entity Recognition from an Information Theoretic Perspective
SciBERT (Base Vocab)
75.77
SciBERT: A Pretrained Language Model for Scientific Text
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