HyperAI超神经

命名实体识别 (NER)

Named Entity Recognition (NER) 是自然语言处理 (NLP) 的一项任务,旨在从文本中识别并分类命名实体到预定义的类别,如人名、组织机构、地名等。其目标是从非结构化文本数据中提取结构化信息,并以机器可读的格式表示。NER 在信息检索、知识图谱构建、情感分析等领域具有重要应用价值,通常采用 BIO 标注法来区分实体的开始和内部标记。

CoNLL 2003 (English)
ACE + document-context
Ontonotes v5 (English)
BERT-MRC+DSC
NCBI-disease
WNUT 2017
CL-KL
ACE 2005
Ours: cross-sentence ALB
JNLPBA
Spark NLP
BC5CDR
BINDER
GENIA
BC2GM
BioLinkBERT (large)
BC5CDR-chemical
SciFive-Large
SLUE
W2V2-L-LL60K (pipeline approach, uses LM)
CoNLL++
LUKE(Large)
BC5CDR-disease
BioMegatron
ACE 2004
Ours: cross-sentence ALB
SciERC
SpERT
BC4CHEMD
BLSTM-CNN-Char (SparkNLP)
WNUT 2016
HGN
CoNLL 2002 (Spanish)
CoNLL 2002 (Dutch)
ACE
CoNLL 2003 (German)
Few-NERD (SUP)
PL-Marker
LINNAEUS
BLSTM-CNN-Char (SparkNLP)
AnatEM
BLSTM-CNN-Char (SparkNLP)
CoNLL 2003 (German) Revised
ACE + document-context
CoNLL03
LS-unLLaMA
Species-800
BioBERT
CORD-r
FUNSD-r
SemClinBr
BioNLP13-CG
BLSTM-CNN-Char (SparkNLP)
BioRED
PubMedBERT-CRF
DWIE
FindVehicle
BiLSTM-CRF
NEMO-Corpus (morph,test)
OntoNotes
WNUT 2020
mgsohrab
CoNLL-2020
LUKE + SubRegWeigh (K-means)
ACE2005
DeepStruct multi-task w/ finetune
BC7 NLM-Chem
CMeEE
BERT-CRF (Replicated in AdaSeq)
DaNE
HiNER-collapsed
HiNER-original
cfilt/HiNER-original-xlm-roberta-large
NEMO-Corpus (token,test)
AlephBERT-base
OntoNotes 5.0
HGN
Species800
BLSTM-CNN-Char (SparkNLP)
WLPC
DyGIE
NEMO-Corpus
UNER v1 (Danish)
UNER XML-R
UNER v1 (English)
UNER v1 (Croatian)
UNER v1 (Portuguese)
UNER v1 (Slovak)
UNER v1 (Serbian)
UNER v1 (Swedish)
UNER v1 (Chinese)
UNER v1 (Chinese Simplified)
UNER v1 - PUD (English)
UNER v1 - PUD (Portuguese)
UNER v1 - PUD (Swedish)
UNER v1 - PUD (Chinese)
WetLab
BiLSTM-CRF with ELMo
Adverse Drug Events (ADE) Corpus
Broad Twitter Corpus
Code-Switching English-Spanish NER
HME (word + BPE + char)
CoNLL 2000
SWEM-CRF
French Treebank
Gellus
ConNER
i2b2 De-identification Dataset
BiLSTM with ELMo
IECSIL FIRE-2018 Shared Task
XLM-RoBERTa
LegalNERo
Marcell
LeNER-Br
LSTM-CRF
MasakhaNER
BERT
NCBI Disease
UniNER-7B
SemEval 2022 - BanglaCoNER
SemEval 2022-2023 - BanglaCoNER
FT-Bangla BERT Large
SoSciSoCi