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 1–50 of 156 papers

TitleStatusHype
AI's Blind Spots: Geographic Knowledge and Diversity Deficit in Generated Urban Scenario—0
Verify-in-the-Graph: Entity Disambiguation Enhancement for Complex Claim Verification with Interactive Graph Representation—0
RoleRAG: Enhancing LLM Role-Playing via Graph Guided Retrieval—0
Evaluating Design Decisions for Dual Encoder-based Entity Disambiguation—0
A Grounded Memory System For Smart Personal Assistants—0
Knowledge Graphs for Enhancing Large Language Models in Entity Disambiguation—0
RAKG:Document-level Retrieval Augmented Knowledge Graph ConstructionCode3
Unmasking the Reality of PII Masking Models: Performance Gaps and the Call for Accountability—0
Named Entity Recognition in Context—0
FewTopNER: Integrating Few-Shot Learning with Topic Modeling and Named Entity Recognition in a Multilingual FrameworkCode0
Enriching Social Science Research via Survey Item LinkingCode0
Unsupervised Named Entity Disambiguation for Low Resource DomainsCode0
Accelerating Knowledge Graph and Ontology Engineering with Large Language Models—0
NER-Luxury: Named entity recognition for the fashion and luxury domain—0
Evaluating LLMs on Entity Disambiguation in Tables—0
Contrastive Entity Coreference and Disambiguation for Historical Texts—0
Large Language Models and Knowledge Graphs for Astronomical Entity Disambiguation—0
Newswire: A Large-Scale Structured Database of a Century of Historical NewsCode1
Efficient Biomedical Entity Linking: Clinical Text Standardization with Low-Resource Techniques—0
REXEL: An End-to-end Model for Document-Level Relation Extraction and Entity LinkingCode1
Entity Disambiguation via Fusion Entity Decoding—0
EntGPT: Linking Generative Large Language Models with Knowledge BasesCode0
Coherent Entity Disambiguation via Modeling Topic and Categorical Dependency—0
Universal Knowledge Graph EmbeddingsCode0
A Read-and-Select Framework for Zero-shot Entity LinkingCode0
Grammar-Constrained Decoding for Structured NLP Tasks without FinetuningCode2
Direct Fact Retrieval from Knowledge Graphs without Entity Linking—0
Polar Ducks and Where to Find Them: Enhancing Entity Linking with Duck Typing and Polar Box Embeddings—0
Exploring Partial Knowledge Base Inference in Biomedical Entity LinkingCode0
Disambiguation of Company names via Deep Recurrent NetworksCode0
KILM: Knowledge Injection into Encoder-Decoder Language ModelsCode1
TempEL: Linking Dynamically Evolving and Newly Emerging EntitiesCode0
Focusing on Context is NICE: Improving Overshadowed Entity Disambiguation—0
Entity Disambiguation with Entity DefinitionsCode1
Logical Form Generation via Multi-task Learning for Complex Question Answering over Knowledge BasesCode1
Improving Entity Disambiguation by Reasoning over a Knowledge BaseCode2
ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingCode2
ExtEnD: Extractive Entity DisambiguationCode1
KaFSP: Knowledge-Aware Fuzzy Semantic Parsing for Conversational Question Answering over a Large-Scale Knowledge BaseCode0
LingYi: Medical Conversational Question Answering System based on Multi-modal Knowledge GraphsCode1
CM3: A Causal Masked Multimodal Model of the Internet—0
Global Entity Disambiguation with BERT—0
Resources and Evaluations for Danish Entity Resolution—0
Robustness Evaluation of Entity Disambiguation Using Prior Probes: the Case of Entity Overshadowing—0
Named Entity Recognition for Entity Linking: What Works and What’s NextCode1
Cross-Domain Data Integration for Named Entity Disambiguation in Biomedical TextCode1
Protagonists' Tagger in Literary Domain -- New Datasets and a Method for Person Entity Linkage—0
Cluster-based Mention Typing for Named Entity Disambiguation—0
Highly Parallel Autoregressive Entity Linking with Discriminative CorrectionCode1
Robustness Evaluation of Entity Disambiguation Using Prior Probes:the Case of Entity Overshadowing—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