SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–100 of 156 papers

TitleStatusHype
Named Entity Disambiguation using Deep Learning on GraphsCode0
Be Concise and Precise: Synthesizing Open-Domain Entity Descriptions from FactsCode0
Learning Distributed Representations of Texts and Entities from Knowledge BaseCode0
Collective Entity Disambiguation with Structured Gradient Tree BoostingCode0
Learning Dynamic Context Augmentation for Global Entity LinkingCode0
ELDEN: Improved Entity Linking Using Densified Knowledge GraphsCode0
DeepType: Multilingual Entity Linking by Neural Type System EvolutionCode0
Neural Collective Entity Linking Based on Recurrent Random Walk Network LearningCode0
A Recurrent Model for Collective Entity Linking with Adaptive FeaturesCode0
End-to-End Neural Entity LinkingCode0
Studying the Wikipedia Hyperlink Graph for Relatedness and DisambiguationCode0
Multilingual Autoregressive Entity Linking—0
Multimodal Knowledge Learning for Named Entity Disambiguation—0
Multimodal Named Entity Disambiguation for Noisy Social Media Posts—0
Named Entity Corpus Construction using Wikipedia and DBpedia Ontology—0
Named Entity Disambiguation for little known referents: a topic-based approach—0
Named Entity Disambiguation in Streaming Data—0
Named Entity Linking in #Tweets with KEA—0
Named Entity Recognition in Context—0
Name Disambiguation from link data in a collaboration graph using temporal and topological features—0
Name List Only? Target Entity Disambiguation in Short Texts—0
NER-Luxury: Named entity recognition for the fashion and luxury domain—0
Neural Cross-Lingual Entity Linking—0
Neural Relation Extraction for Knowledge Base Enrichment—0
Occurrence Statistics of Entities, Relations and Types on the Web—0
``One Entity per Discourse'' and ``One Entity per Collocation'' Improve Named-Entity Disambiguation—0
Pair-Linking for Collective Entity Disambiguation: Two Could Be Better Than All—0
Pairwise FastText Classifier for Entity Disambiguation—0
Pangloss: Fast Entity Linking in Noisy Text Environments—0
Polar Ducks and Where to Find Them: Enhancing Entity Linking with Duck Typing and Polar Box Embeddings—0
Proceedings of the LexSem+Logics Workshop 2016—0
Protagonists' Tagger in Literary Domain -- New Datasets and a Method for Person Entity Linkage—0
QTLeap WSD/NED Corpora: Semantic Annotation of Parallel Corpora in Six Languages—0
Resources and Evaluations for Danish Entity Resolution—0
Robust Disambiguation of Named Entities in Text—0
Robustness Evaluation of Entity Disambiguation Using Prior Probes:the Case of Entity Overshadowing—0
Robustness Evaluation of Entity Disambiguation Using Prior Probes: the Case of Entity Overshadowing—0
RoleRAG: Enhancing LLM Role-Playing via Graph Guided Retrieval—0
Scalable Probabilistic Entity-Topic Modeling—0
Story Disambiguation: Tracking Evolving News Stories across News and Social Streams—0
Type Prediction Systems—0
Unmasking the Reality of PII Masking Models: Performance Gaps and the Call for Accountability—0
Verify-in-the-Graph: Entity Disambiguation Enhancement for Complex Claim Verification with Interactive Graph Representation—0
Wikipedia as a Resource for Text Analysis and Retrieval—0
Representing text as abstract images enables image classifiers to also simultaneously classify text—0
Contextualized End-to-End Neural Entity Linking—0
Accelerating Knowledge Graph and Ontology Engineering with Large Language Models—0
Accommodations in Tuscany as Linked Data—0
A comparison of Named-Entity Disambiguation and Word Sense Disambiguation—0
A Feature Induction Algorithm with Application to Named Entity Disambiguation—0
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All datasetsAIDA-CoNLLMSNBCWNED-CWEBWNED-WIKIACE2004AQUAINTTAC2010Mewsli-9ShadowLink-ShadowShadowLink-Top

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BootlegMicro-F196.8—Unverified
2confidence-orderIn-KB Accuracy95—Unverified
3DCA-SL + TriplesIn-KB Accuracy94.94—Unverified
4DeepTypeIn-KB Accuracy94.88—Unverified
5NTEEIn-KB Accuracy94.7—Unverified
6DCA-SL (2019)(et al., [2019c])In-KB Accuracy94.64—Unverified
7Fang et al. (2019) (et al., [2019e])In-KB Accuracy94.3—Unverified
8This work+CtxLSTMs+LDC+MPCMIn-KB Accuracy94—Unverified
9ReFinEDIn-KB Accuracy93.9—Unverified
10Chen et al. (2020) (et al, 2020)In-KB Accuracy93.54—Unverified
#ModelMetricClaimedVerifiedStatus
1confidence-orderMicro-F196.3—Unverified
2KBEDMicro-F194.8—Unverified
3ReFinEDMicro-F194.4—Unverified
4GENREMicro-F194.3—Unverified
5GlobalMicro-F193.7—Unverified
6NER4ELMicro-F189.2—Unverified
7ReFinEDMicro-F171.8—Unverified
#ModelMetricClaimedVerifiedStatus
1ReFinEDMicro-F179.4—Unverified
2confidence-orderMicro-F178.9—Unverified
3KBEDMicro-F178.2—Unverified
4GlobalMicro-F177.9—Unverified
5GENREMicro-F177.3—Unverified
6MEPMicro-F176.2—Unverified
7NER4ELMicro-F168.5—Unverified
#ModelMetricClaimedVerifiedStatus
1KBEDMicro-F190.4—Unverified
2confidence-orderMicro-F189.1—Unverified
3ReFinEDMicro-F188.7—Unverified
4GENREMicro-F187.4—Unverified
5MEPMicro-F186.2—Unverified
6GlonalMicro-F177.5—Unverified
7NER4ELMicro-F164—Unverified
#ModelMetricClaimedVerifiedStatus
1KBEDMicro-F193.4—Unverified
2confidence-orderMicro-F191.9—Unverified
3ReFinEDMicro-F191.6—Unverified
4NER4ELMicro-F191.3—Unverified
5GENREMicro-F190.1—Unverified
6GlobalMicro-F188.5—Unverified
#ModelMetricClaimedVerifiedStatus
1confidence-orderMicro-F193.5—Unverified
2KBEDMicro-F192.6—Unverified
3ReFinEDMicro-F191.8—Unverified
4GENREMicro-F189.9—Unverified
5GlobalMicro-F188.5—Unverified
6NER4ELMicro-F169.5—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepTypeMicro Precision90.85—Unverified
2NTEEMicro Precision87.7—Unverified
3This work+CtxLSTMs+LDC+MPCMMicro Precision87.4—Unverified
4Wikipedia2VecMicro Precision85.2—Unverified
#ModelMetricClaimedVerifiedStatus
1mGENREMicro Precision90.6—Unverified
2Model F+Micro Precision89—Unverified
#ModelMetricClaimedVerifiedStatus
1KBEDMicro-F147.6—Unverified
#ModelMetricClaimedVerifiedStatus
1KBEDMicro-F164.2—Unverified