Named Entity Recognition

Benchmarks

Dataset Name	SOTA Method	Metric
CoNLL 2003 (test)	MAGNET	F1 Score98.31	539	3d ago
CoNLL English 2003 (test)	ACE	F1 Score94.6	135	3d ago
CoNLL 03	InstructUIE	F1 (Entity)94.6	102	2d ago
CoNLL Spanish NER 2002 (test)	ACE	F1 Score95.9	98	3d ago
OntoNotes	BERT-MRC+DSC	F1-score92.1	91	2d ago
OntoNotes 5.0 (test)	Baseline + BS	F1 Score91.74	90	3d ago
CoNLL Dutch 2002 (test)	ACE	F1 Score95.7	87	3d ago
Conll 2003	YAYI-UIE	F1 Score96.77	86	2d ago
BC5CDR (test)	BioBERT-v1.1	Macro F1 (span-level)94.73	80	3d ago
OntoNotes 5.0	LS-unLLaMA-2-7B	F1 Score92.1	79	2d ago
Wnut 2017	KnowCoder-X	F1 Score68.72	79	3d ago
CoNLL German 2003 (test)	Transformer-Linear (+DEV)	F1 Score88.34	78	3d ago
NER (test)	ZEN (P)	F1 Score95.25	68	3d ago
MSRA (test)	MECT	F1 Score96.24	63	3d ago
WNUT 2017 (test)	End-to-end BLSTM-CRF	F1 Score60.98	63	3d ago
Few-NERD INTER 1.0 (test)	MSDP	Average F184.78	62	3d ago
BC5CDR		F1 Score93.5	59	2d ago
CoNLL NER 2002/2003 (test)	ERNIE-M	German F1 Score86.2	59	3d ago
WikiAnn (test)	DA-Net	Average Accuracy75.67	58	3d ago
ACE 2005 (test)	HySPA	F1 Score89.9	58	3d ago
OntoNotes 4.0 (test)	Context-to-Vec	F1 Score89.52	55	3d ago
Resume	DSPERT	F1 Score96.72	52	3d ago
MIT Restaurant	PromptNER	Micro-F177.4	50	2d ago
Weibo (test)	SoftLexicon (LSTM) + BERT	Overall Score70.5	50	3d ago
MultiCoNER	ABEX	F1 Score0.5841	48	3d ago

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