Named Entity Recognition

Benchmarks

Dataset Name	SOTA Method	Metric
CoNLL 2003 (test)	MAGNET	F1 Score98.31	539	1mo ago
CoNLL English 2003 (test)	ACE	F1 Score94.6	135	1mo ago
CoNLL 03	InstructUIE	F1 (Entity)94.6	102	4d ago
OntoNotes	BERT-MRC+DSC	F1-score92.1	102	4d ago
CoNLL Spanish NER 2002 (test)	ACE	F1 Score95.9	98	1mo ago
OntoNotes 5.0 (test)	Baseline + BS	F1 Score91.74	90	1mo ago
CoNLL Dutch 2002 (test)	ACE	F1 Score95.7	87	1mo ago
Conll 2003	YAYI-UIE	F1 Score96.77	86	1mo ago
BC5CDR (test)	BioBERT-v1.1	Macro F1 (span-level)94.73	80	1mo ago
OntoNotes 5.0	LS-unLLaMA-2-7B	F1 Score92.1	79	1mo ago
Wnut 2017	KnowCoder-X	F1 Score68.72	79	1mo ago
CoNLL German 2003 (test)	Transformer-Linear (+DEV)	F1 Score88.34	78	1mo ago
BC5CDR		F1 Score93.5	70	4d ago
NER (test)	ZEN (P)	F1 Score95.25	68	1mo ago
MSRA (test)	MECT	F1 Score96.24	63	1mo ago
WNUT 2017 (test)	End-to-end BLSTM-CRF	F1 Score60.98	63	1mo ago
Few-NERD INTER 1.0 (test)	MSDP	Average F184.78	62	1mo ago
CoNLL NER 2002/2003 (test)	ERNIE-M	German F1 Score86.2	59	1mo ago
WikiAnn (test)	DA-Net	Average Accuracy75.67	58	1mo ago
ACE 2005 (test)	HySPA	F1 Score89.9	58	1mo ago
MIT Movie	B2NER	Entity F190.78	57	10d ago
OntoNotes 4.0 (test)	Context-to-Vec	F1 Score89.52	55	1mo ago
Resume	DSPERT	F1 Score96.72	52	1mo ago
MIT Restaurant	PromptNER	Micro-F177.4	50	10d ago
Weibo (test)	SoftLexicon (LSTM) + BERT	Overall Score70.5	50	1mo ago

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