TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Entity Disambiguation	ACE2004	MEP + pseudo entities	Micro-F1	91.5	# 2
Entity Disambiguation	ACE2004	confidence-order	Micro-F1	91.9	# 1
Entity Disambiguation	AIDA-CoNLL	MEP	In-KB Accuracy	94.3	# 5
Entity Disambiguation	AIDA-CoNLL	confidence-order	In-KB Accuracy	95.0	# 1
Entity Disambiguation	AQUAINT	confidence-order	Micro-F1	93.5	# 2
Entity Disambiguation	AQUAINT	MEP + pseudo entities	Micro-F1	93.7	# 1
Entity Disambiguation	MSNBC	confidence-order	Micro-F1	96.3	# 1
Entity Disambiguation	MSNBC	MEP	Micro-F1	94.1	# 3
Entity Disambiguation	WNED-CWEB	MEP	Micro-F1	76.2	# 4
Entity Disambiguation	WNED-CWEB	confidence-order	Micro-F1	78.9	# 1
Entity Disambiguation	WNED-WIKI	confidence-order	Micro-F1	89.1	# 1
Entity Disambiguation	WNED-WIKI	MEP	Micro-F1	86.2	# 3

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Global Entity Disambiguation with Pretrained Contextualized Embeddings of Words and Entities

1 Sep 2019 • Ikuya Yamada • Koki Washio • Hiroyuki Shindo • Yuji Matsumoto

We propose a new global entity disambiguation (ED) model based on contextualized embeddings of words and entities. Our model is based on a bidirectional transformer encoder (i.e., BERT) and produces contextualized embeddings for words and entities in the input text... (read more)

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ENTITY DISAMBIGUATION

LANGUAGE MODELLING

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ACE 2004

AIDA CoNLL-YAGO

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Ranked #1 on Entity Disambiguation on MSNBC

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TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK	BENCHMARK
Entity Disambiguation	ACE2004	MEP + pseudo entities	Micro-F1	91.5	# 2	Compare
Entity Disambiguation	ACE2004	confidence-order	Micro-F1	91.9	# 1	Compare
Entity Disambiguation	AIDA-CoNLL	MEP	In-KB Accuracy	94.3	# 5	Compare
Entity Disambiguation	AIDA-CoNLL	confidence-order	In-KB Accuracy	95.0	# 1	Compare
Entity Disambiguation	AQUAINT	confidence-order	Micro-F1	93.5	# 2	Compare
Entity Disambiguation	AQUAINT	MEP + pseudo entities	Micro-F1	93.7	# 1	Compare
Entity Disambiguation	MSNBC	confidence-order	Micro-F1	96.3	# 1	Compare
Entity Disambiguation	MSNBC	MEP	Micro-F1	94.1	# 3	Compare
Entity Disambiguation	WNED-CWEB	MEP	Micro-F1	76.2	# 4	Compare
Entity Disambiguation	WNED-CWEB	confidence-order	Micro-F1	78.9	# 1	Compare
Entity Disambiguation	WNED-WIKI	confidence-order	Micro-F1	89.1	# 1	Compare
Entity Disambiguation	WNED-WIKI	MEP	Micro-F1	86.2	# 3	Compare

Methods used in the Paper

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METHOD	TYPE
Residual Connection	Skip Connections
BPE	Subword Segmentation
Dense Connections	Feedforward Networks
Label Smoothing	Regularization
ReLU	Activation Functions
Adam	Stochastic Optimization
Softmax	Output Functions
Dropout	Regularization
Multi-Head Attention	Attention Modules
Layer Normalization	Normalization
Scaled Dot-Product Attention	Attention Mechanisms
Transformer	Transformers

Global Entity Disambiguation with Pretrained Contextualized Embeddings of Words and Entities

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