CoNLL

The CoNLL dataset is a widely used resource in the field of natural language processing (NLP). The term “CoNLL” stands for Conference on Natural Language Learning. It originates from a series of shared tasks organized at the Conferences of Natural Language Learning.

Homepage

Benchmarks

Add a new result Link an existing benchmark

Task	Dataset Variant	Best Model
Named Entity Recognition (NER)	CoNLL 2003 (English)	ACE + document-context
Token Classification	conll2003	deberta-base-finetuned-ner
Grammatical Error Correction	CoNLL-2014 Shared Task	Majority-voting ensemble on best 7 models
Entity Disambiguation	AIDA-CoNLL	confidence-order
Coreference Resolution	CoNLL 2012	seq2seq
Relation Extraction	CoNLL04	REBEL
Entity Linking	AIDA-CoNLL	SpEL-large
Semantic Role Labeling	CoNLL 2005	MRC-SRL
Cross-Lingual NER	CoNLL Dutch	Zero shot mBERT 3
Cross-Lingual NER	CoNLL Spanish	XLM-R large
Cross-Lingual NER	CoNLL German	SMTS Multi sim
Chunking	CoNLL 2000	ACE
Grammatical Error Detection	CoNLL-2014 A1	VERNet
Named Entity Recognition (NER)	CoNLL++	Noise-robust Co-regularization + LUKE
Grammatical Error Detection	CoNLL-2014 A2	VERNet
Semantic Role Labeling (predicted predicates)	CoNLL 2012	Fei et al. 2021
Named Entity Recognition (NER)	CoNLL 2002 (Spanish)	ACE + document-context
Named Entity Recognition (NER)	CoNLL 2002 (Dutch)	ACE + document-context
Named Entity Recognition (NER)	CoNLL 2003 (German)	ACE + document-context
Named Entity Recognition (NER)	CoNLL 2003 (German) Revised	FLERT XLM-R
Semantic Role Labeling (predicted predicates)	CoNLL 2005	LISA + ELMo
Named Entity Recognition (NER)	CoNLL03	UniNER-7B
Joint Entity and Relation Extraction	CoNLL04	DeepStruct multi-task w/ finetune
Grammatical Error Correction	CoNLL-2014 Shared Task (10 annotations)	GRECO
Chunking	CoNLL 2003 (German)	ACE
Entity Linking	CoNLL-Aida	RELIC + CoNLL-Aida tuning
UCCA Parsing	CoNLL 2019	Transition-based
Chinese Semantic Role Labeling	CoNLL-2009	k-order pruning + Glyce
Chunking	CoNLL 2003 (English)	ACE
Named Entity Recognition	CoNLL 2003 (English)	BERT-LARGE
Predicate Detection	CoNLL 2005	LISA
Dependency Parsing	CoNLL-2009	CRFPar
Semantic Role Labeling	CoNLL05 WSJ	DeepStruct multi-task
Semantic Role Labeling	CoNLL05 Brown	DeepStruct multi-task w/ finetune
Semantic Role Labeling	CoNLL12	DeepStruct multi-task
Coreference Resolution	CoNLL12	DeepStruct multi-task w/ finetune
Low Resource Named Entity Recognition	CONLL 2003 German	Zero-Resource Transfer From CoNLL-2003 English dataset.
Named Entity Recognition (NER)	CoNLL 2000	SWEM-CRF
Token Classification	conll2002	bert-finetuned-ner
Token Classification	ju-bezdek/conll2003-SK-NER	outputs
Semantic Role Labeling	CoNLL 2012	HeSyFu
Semantic Role Labeling	CoNLL-2009	Ours
Entity Typing	AIDA-CoNLL	ReFinED
FG-1-PG-1	conll2003	CFNER
Predicate Detection	CoNLL 2012	LISA
Weakly-Supervised Named Entity Recognition	CoNLL03	BOND
Cross-Domain Named Entity Recognition	CoNLL04	BiLSTM w/ MTL and MoEE
Low Resource Named Entity Recognition	CONLL 2003 Dutch	Zero-Resource Transfer From CoNLL-2003 English dataset.
Low Resource Named Entity Recognition	Conll 2003 Spanish	Zero-Resource Cross-lingual Transfer From CoNLL-2003 English dataset.