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

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Showing 101–150 of 156 papers

TitleStatusHype
AI's Blind Spots: Geographic Knowledge and Diversity Deficit in Generated Urban Scenario—0
A Latent Variable Model for Discourse-aware Concept and Entity Disambiguation—0
Alleviating Poor Context with Background Knowledge for Named Entity Disambiguation—0
Analysis of Named Entity Recognition and Linking for Tweets—0
An Unsupervised Language-Independent Entity Disambiguation Method and its Evaluation on the English and Persian Languages—0
A Sequence Learning Method for Domain-Specific Entity Linking—0
Benchmarking Named Entity Disambiguation approaches for Streaming Graphs—0
Cluster-based Mention Typing for Named Entity Disambiguation—0
CM3: A Causal Masked Multimodal Model of the Internet—0
Coherent Entity Disambiguation via Modeling Topic and Categorical Dependency—0
Collective Named Entity Disambiguation using Graph Ranking and Clique Partitioning Approaches—0
Combining Mention Context and Hyperlinks from Wikipedia for Named Entity Disambiguation—0
Contrastive Entity Coreference and Disambiguation for Historical Texts—0
diaNED: Time-Aware Named Entity Disambiguation for Diachronic Corpora—0
Direct Fact Retrieval from Knowledge Graphs without Entity Linking—0
Dirichlet-Bernoulli Alignment: A Generative Model for Multi-Class Multi-Label Multi-Instance Corpora—0
Discovering Entities with Just a Little Help from You—0
Distributed Entity Disambiguation with Per-Mention Learning—0
Efficient Biomedical Entity Linking: Clinical Text Standardization with Low-Resource Techniques—0
End-to-End Entity Linking and Disambiguation leveraging Word and Knowledge Graph Embeddings—0
Entity-aware ELMo: Learning Contextual Entity Representation for Entity Disambiguation—0
Entity Disambiguation by Knowledge and Text Jointly Embedding—0
Entity Disambiguation via Fusion Entity Decoding—0
Entity Retrieval and Text Mining for Online Reputation Monitoring—0
Evaluating Design Decisions for Dual Encoder-based Entity Disambiguation—0
Evaluating LLMs on Entity Disambiguation in Tables—0
Evaluating the word-expert approach for Named-Entity Disambiguation—0
Focusing on Context is NICE: Improving Overshadowed Entity Disambiguation—0
Generative Event Schema Induction with Entity Disambiguation—0
GerNED: A German Corpus for Named Entity Disambiguation—0
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
Learning Entity Representation for 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