TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Entity Disambiguation	ACE2004	Global	Micro-F1	88.5	# 4
Entity Disambiguation	AIDA-CoNLL	Global	In-KB Accuracy	92.22	# 10
Entity Disambiguation	AQUAINT	Global	Micro-F1	88.5	# 4
Entity Disambiguation	MSNBC	Global	Micro-F1	93.7	# 4
Entity Disambiguation	WNED-CWEB	Global	Micro-F1	77.9	# 2
Entity Disambiguation	WNED-WIKI	Glonal	Micro-F1	77.5	# 4

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Deep Joint Entity Disambiguation with Local Neural Attention

EMNLP 2017 • Octavian-Eugen Ganea • Thomas Hofmann

We propose a novel deep learning model for joint document-level entity disambiguation, which leverages learned neural representations. Key components are entity embeddings, a neural attention mechanism over local context windows, and a differentiable joint inference stage for disambiguation... (read more)

PDF Abstract EMNLP 2017 PDF EMNLP 2017 Abstract

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dalab/deep-ed official

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klimzaporojets/DWIE

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ENTITY DISAMBIGUATION

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Ranked #2 on Entity Disambiguation on WNED-CWEB

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TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK	BENCHMARK
Entity Disambiguation	ACE2004	Global	Micro-F1	88.5	# 4	Compare
Entity Disambiguation	AIDA-CoNLL	Global	In-KB Accuracy	92.22	# 10	Compare
Entity Disambiguation	AQUAINT	Global	Micro-F1	88.5	# 4	Compare
Entity Disambiguation	MSNBC	Global	Micro-F1	93.7	# 4	Compare
Entity Disambiguation	WNED-CWEB	Global	Micro-F1	77.9	# 2	Compare
Entity Disambiguation	WNED-WIKI	Glonal	Micro-F1	77.5	# 4	Compare

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