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Entity Disambiguation

Entity Disambiguation is the task of linking mentions of ambiguous entities to their referent entities in a knowledge base such as Wikipedia.

Source: Leveraging Deep Neural Networks and Knowledge Graphs for Entity Disambiguation

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–60 of 156 papers

Title	Date	Tasks	Status	Hype	Score
Joint Learning of the Embedding of Words and Entities for Named Entity Disambiguation	Jan 6, 2016	Entity DisambiguationEntity Linking	CodeCode Available	0	5
Entity Linking with a Paraphrase Flavor	May 1, 2016	ClusteringDiagnostic	CodeCode Available	0	5
A Read-and-Select Framework for Zero-shot Entity Linking	Oct 19, 2023	Entity DisambiguationEntity Linking	CodeCode Available	0	5
Disambiguation of Company names via Deep Recurrent Networks	Mar 7, 2023	Active LearningEntity Disambiguation	CodeCode Available	0	5
KaFSP: Knowledge-Aware Fuzzy Semantic Parsing for Conversational Question Answering over a Large-Scale Knowledge Base	May 1, 2022	Conversational Question AnsweringEntity Disambiguation	CodeCode Available	0	5
Be Concise and Precise: Synthesizing Open-Domain Entity Descriptions from Facts	Apr 16, 2019	DecoderEntity Disambiguation	CodeCode Available	0	5
FewTopNER: Integrating Few-Shot Learning with Topic Modeling and Named Entity Recognition in a Multilingual Framework	Feb 4, 2025	Entity DisambiguationFew-Shot Learning	CodeCode Available	0	5
DeepType: Multilingual Entity Linking by Neural Type System Evolution	Feb 3, 2018	Entity DisambiguationEntity Embeddings	CodeCode Available	0	5
Mixing Context Granularities for Improved Entity Linking on Question Answering Data across Entity Categories	Apr 23, 2018	Entity DisambiguationEntity Linking	CodeCode Available	0	5
TempEL: Linking Dynamically Evolving and Newly Emerging Entities	Feb 5, 2023	Entity DisambiguationEntity Linking	CodeCode Available	0	5

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All datasets AIDA-CoNLL MSNBC WNED-CWEB WNED-WIKI ACE2004 AQUAINT TAC2010 Mewsli-9 ShadowLink-Shadow ShadowLink-Top

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Bootleg	Micro-F1	96.8	—	Unverified
2	confidence-order	In-KB Accuracy	95	—	Unverified
3	DCA-SL + Triples	In-KB Accuracy	94.94	—	Unverified
4	DeepType	In-KB Accuracy	94.88	—	Unverified
5	NTEE	In-KB Accuracy	94.7	—	Unverified
6	DCA-SL (2019)(et al., [2019c])	In-KB Accuracy	94.64	—	Unverified
7	Fang et al. (2019) (et al., [2019e])	In-KB Accuracy	94.3	—	Unverified
8	This work+CtxLSTMs+LDC+MPCM	In-KB Accuracy	94	—	Unverified
9	ReFinED	In-KB Accuracy	93.9	—	Unverified
10	Chen et al. (2020) (et al, 2020)	In-KB Accuracy	93.54	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	confidence-order	Micro-F1	96.3	—	Unverified
2	KBED	Micro-F1	94.8	—	Unverified
3	ReFinED	Micro-F1	94.4	—	Unverified
4	GENRE	Micro-F1	94.3	—	Unverified
5	Global	Micro-F1	93.7	—	Unverified
6	NER4EL	Micro-F1	89.2	—	Unverified
7	ReFinED	Micro-F1	71.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ReFinED	Micro-F1	79.4	—	Unverified
2	confidence-order	Micro-F1	78.9	—	Unverified
3	KBED	Micro-F1	78.2	—	Unverified
4	Global	Micro-F1	77.9	—	Unverified
5	GENRE	Micro-F1	77.3	—	Unverified
6	MEP	Micro-F1	76.2	—	Unverified
7	NER4EL	Micro-F1	68.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	KBED	Micro-F1	90.4	—	Unverified
2	confidence-order	Micro-F1	89.1	—	Unverified
3	ReFinED	Micro-F1	88.7	—	Unverified
4	GENRE	Micro-F1	87.4	—	Unverified
5	MEP	Micro-F1	86.2	—	Unverified
6	Glonal	Micro-F1	77.5	—	Unverified
7	NER4EL	Micro-F1	64	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	KBED	Micro-F1	93.4	—	Unverified
2	confidence-order	Micro-F1	91.9	—	Unverified
3	ReFinED	Micro-F1	91.6	—	Unverified
4	NER4EL	Micro-F1	91.3	—	Unverified
5	GENRE	Micro-F1	90.1	—	Unverified
6	Global	Micro-F1	88.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	confidence-order	Micro-F1	93.5	—	Unverified
2	KBED	Micro-F1	92.6	—	Unverified
3	ReFinED	Micro-F1	91.8	—	Unverified
4	GENRE	Micro-F1	89.9	—	Unverified
5	Global	Micro-F1	88.5	—	Unverified
6	NER4EL	Micro-F1	69.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepType	Micro Precision	90.85	—	Unverified
2	NTEE	Micro Precision	87.7	—	Unverified
3	This work+CtxLSTMs+LDC+MPCM	Micro Precision	87.4	—	Unverified
4	Wikipedia2Vec	Micro Precision	85.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	mGENRE	Micro Precision	90.6	—	Unverified
2	Model F+	Micro Precision	89	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	KBED	Micro-F1	47.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	KBED	Micro-F1	64.2	—	Unverified