OntoNotes 5.0

Introduced by Pradhan et al. in Towards Robust Linguistic Analysis using OntoNotes

OntoNotes 5.0 is a large corpus comprising various genres of text (news, conversational telephone speech, weblogs, usenet newsgroups, broadcast, talk shows) in three languages (English, Chinese, and Arabic) with structural information (syntax and predicate argument structure) and shallow semantics (word sense linked to an ontology and coreference).

OntoNotes Release 5.0 contains the content of earlier releases - and adds source data from and/or additional annotations for, newswire, broadcast news, broadcast conversation, telephone conversation and web data in English and Chinese and newswire data in Arabic.

Source: https://catalog.ldc.upenn.edu/LDC2013T19

Homepage

Benchmarks

Add a new result Link an existing benchmark

Task	Dataset Variant	Best Model
Named Entity Recognition (NER)	Ontonotes v5 (English)	BERT-MRC+DSC
Coreference Resolution	OntoNotes	Maverick_mes
Semantic Role Labeling	OntoNotes	HeSyFu
Entity Typing	Ontonotes v5 (English)	MLMET
Named Entity Recognition (NER)	OntoNotes	DeepStruct multi-task w/ finetune
Named Entity Recognition (NER)	OntoNotes 5.0	HGN
coreference-resolution	OntoNotes	sapienzanlp/maverick-mes-ontonotes
UIE	OntoNotes 5.0	KnowCoder-7b-IE
Weakly-Supervised Named Entity Recognition	Ontonotes v5 (English)	BOND
Chinese Named Entity Recognition	OntoNotes 5.0	DGLSTM-CRF
Generalized Zero-Shot Learning	OntoNotes	ZSL-KG
Entity Typing	OntoNotes	LITE
FG-1-PG-1	OntoNotes 5.0	CFNER