TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Nested Mention Recognition	ACE 2004	Neural transition-based model	F1	73.1	# 6
Nested Named Entity Recognition	ACE 2004	Neural transition-based model	F1	73.3	# 7
Named Entity Recognition	ACE 2004	Neural transition-based model	F1	73.3	# 6
Nested Mention Recognition	ACE 2005	Neural transition-based model	F1	73.0	# 8
Named Entity Recognition	ACE 2005	Neural transition-based model	F1	73.0	# 10
Nested Named Entity Recognition	ACE 2005	neural transition-based model	F1	73.0	# 10
Named Entity Recognition	GENIA	Neural transition-based model	F1	73.9	# 9
Nested Named Entity Recognition	GENIA	Neural transition-based model	F1	73.9	# 12

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A Neural Transition-based Model for Nested Mention Recognition

EMNLP 2018 • Bailin Wang • Wei Lu • Yu Wang • Hongxia Jin

It is common that entity mentions can contain other mentions recursively. This paper introduces a scalable transition-based method to model the nested structure of mentions... (read more)

PDF Abstract EMNLP 2018 PDF EMNLP 2018 Abstract

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Ranked #6 on Nested Mention Recognition on ACE 2004

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TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK	BENCHMARK
Nested Mention Recognition	ACE 2004	Neural transition-based model	F1	73.1	# 6	Compare
Nested Named Entity Recognition	ACE 2004	Neural transition-based model	F1	73.3	# 7	Compare
Named Entity Recognition	ACE 2004	Neural transition-based model	F1	73.3	# 6	Compare
Nested Mention Recognition	ACE 2005	Neural transition-based model	F1	73.0	# 8	Compare
Named Entity Recognition	ACE 2005	Neural transition-based model	F1	73.0	# 10	Compare
Nested Named Entity Recognition	ACE 2005	neural transition-based model	F1	73.0	# 10	Compare
Named Entity Recognition	GENIA	Neural transition-based model	F1	73.9	# 9	Compare
Nested Named Entity Recognition	GENIA	Neural transition-based model	F1	73.9	# 12	Compare

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