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 101–150 of 156 papers

TitleStatusHype
Global Entity Disambiguation with BERT—0
Graph Ranking for Collective Named Entity Disambiguation—0
Harnessing Historical Corrections to build Test Collections for Named Entity Disambiguation—0
Hashtag Processing for Enhanced Clustering of Tweets—0
High-Throughput and Language-Agnostic Entity Disambiguation and Linking on User Generated Data—0
IJCNLP-2017 Task 3: Review Opinion Diversification (RevOpiD-2017)—0
Improving Entity Linking by Modeling Latent Entity Type Information—0
Improving Knowledge Base Construction from Robust Infobox Extraction—0
Improving Neural Entity Disambiguation with Graph Embeddings—0
Investigating Software Usage in the Social Sciences: A Knowledge Graph Approach—0
Is Aligning Embedding Spaces a Challenging Task? A Study on Heterogeneous Embedding Alignment Methods—0
Is Language Modeling Enough? Evaluating Effective Embedding Combinations—0
Joint Entity Linking with Deep Reinforcement Learning—0
Joint Neural Entity Disambiguation with Output Space Search—0
Knowledge-Enhanced Named Entity Disambiguation for Short Text—0
Knowledge Graphs for Enhancing Large Language Models in Entity Disambiguation—0
KOSMOS: Knowledge-graph Oriented Social media and Mainstream media Overview System—0
Large Language Models and Knowledge Graphs for Astronomical Entity Disambiguation—0
LATTE: Latent Type Modeling for Biomedical Entity Linking—0
Exploring Partial Knowledge Base Inference in Biomedical Entity LinkingCode0
Entity Linking with a Paraphrase FlavorCode0
FewTopNER: Integrating Few-Shot Learning with Topic Modeling and Named Entity Recognition in a Multilingual FrameworkCode0
Entity Disambiguation with Web LinksCode0
Be Concise and Precise: Synthesizing Open-Domain Entity Descriptions from FactsCode0
ELDEN: Improved Entity Linking Using Densified Knowledge GraphsCode0
Disambiguation of Company names via Deep Recurrent NetworksCode0
Universal Knowledge Graph EmbeddingsCode0
DeepType: Multilingual Entity Linking by Neural Type System EvolutionCode0
Mixing Context Granularities for Improved Entity Linking on Question Answering Data across Entity CategoriesCode0
Multilingual Autoregressive Entity LinkingCode0
EntGPT: Linking Generative Large Language Models with Knowledge BasesCode0
A Recurrent Model for Collective Entity Linking with Adaptive FeaturesCode0
Studying the Wikipedia Hyperlink Graph for Relatedness and DisambiguationCode0
EntEval: A Holistic Evaluation Benchmark for Entity RepresentationsCode0
Entity Synonym Discovery via Multipiece Bilateral Context MatchingCode0
Personalized Page Rank for Named Entity DisambiguationCode0
Named Entity Disambiguation for Noisy TextCode0
Enriching Social Science Research via Survey Item LinkingCode0
PNEL: Pointer Network based End-To-End Entity Linking over Knowledge GraphsCode0
Named Entity Disambiguation using Deep Learning on GraphsCode0
TempEL: Linking Dynamically Evolving and Newly Emerging EntitiesCode0
Collective Entity Disambiguation with Structured Gradient Tree BoostingCode0
Joint Learning of the Embedding of Words and Entities for Named Entity DisambiguationCode0
Biomedical Interpretable Entity RepresentationsCode0
KaFSP: Knowledge-Aware Fuzzy Semantic Parsing for Conversational Question Answering over a Large-Scale Knowledge BaseCode0
End-to-End Neural Entity LinkingCode0
Probabilistic Bag-Of-Hyperlinks Model for Entity LinkingCode0
Unsupervised Named Entity Disambiguation for Low Resource DomainsCode0
Uncovering the Semantics of Wikipedia CategoriesCode0
Neural Collective Entity Linking Based on Recurrent Random Walk Network LearningCode0
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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