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

Showing 150 of 156 papers

TitleStatusHype
RAKG:Document-level Retrieval Augmented Knowledge Graph ConstructionCode3
Grammar-Constrained Decoding for Structured NLP Tasks without FinetuningCode2
ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingCode2
Improving Entity Disambiguation by Reasoning over a Knowledge BaseCode2
Newswire: A Large-Scale Structured Database of a Century of Historical NewsCode1
REXEL: An End-to-end Model for Document-Level Relation Extraction and Entity LinkingCode1
KILM: Knowledge Injection into Encoder-Decoder Language ModelsCode1
Entity Disambiguation with Entity DefinitionsCode1
Logical Form Generation via Multi-task Learning for Complex Question Answering over Knowledge BasesCode1
ExtEnD: Extractive Entity DisambiguationCode1
LingYi: Medical Conversational Question Answering System based on Multi-modal Knowledge GraphsCode1
Named Entity Recognition for Entity Linking: What Works and What’s NextCode1
Cross-Domain Data Integration for Named Entity Disambiguation in Biomedical TextCode1
Highly Parallel Autoregressive Entity Linking with Discriminative CorrectionCode1
SoMeSci- A 5 Star Open Data Gold Standard Knowledge Graph of Software Mentions in Scientific ArticlesCode1
Beyond NED: Fast and Effective Search Space Reduction for Complex Question Answering over Knowledge BasesCode1
Evaluating Entity Disambiguation and the Role of Popularity in Retrieval-Based NLPCode1
Fast and Effective Biomedical Entity Linking Using a Dual EncoderCode1
Entity Linking in 100 LanguagesCode1
Bootleg: Chasing the Tail with Self-Supervised Named Entity DisambiguationCode1
Autoregressive Entity RetrievalCode1
Evaluating the Impact of Knowledge Graph Context on Entity Disambiguation ModelsCode1
Improving Broad-Coverage Medical Entity Linking with Semantic Type Prediction and Large-Scale DatasetsCode1
Investigating Entity Knowledge in BERT with Simple Neural End-To-End Entity LinkingCode1
Global Entity Disambiguation with BERTCode1
Deep Joint Entity Disambiguation with Local Neural AttentionCode1
AI's Blind Spots: Geographic Knowledge and Diversity Deficit in Generated Urban Scenario0
Verify-in-the-Graph: Entity Disambiguation Enhancement for Complex Claim Verification with Interactive Graph Representation0
RoleRAG: Enhancing LLM Role-Playing via Graph Guided Retrieval0
Evaluating Design Decisions for Dual Encoder-based Entity Disambiguation0
A Grounded Memory System For Smart Personal Assistants0
Knowledge Graphs for Enhancing Large Language Models in Entity Disambiguation0
Unmasking the Reality of PII Masking Models: Performance Gaps and the Call for Accountability0
Named Entity Recognition in Context0
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 Models0
NER-Luxury: Named entity recognition for the fashion and luxury domain0
Evaluating LLMs on Entity Disambiguation in Tables0
Contrastive Entity Coreference and Disambiguation for Historical Texts0
Large Language Models and Knowledge Graphs for Astronomical Entity Disambiguation0
Efficient Biomedical Entity Linking: Clinical Text Standardization with Low-Resource Techniques0
Entity Disambiguation via Fusion Entity Decoding0
EntGPT: Linking Generative Large Language Models with Knowledge BasesCode0
Coherent Entity Disambiguation via Modeling Topic and Categorical Dependency0
Universal Knowledge Graph EmbeddingsCode0
A Read-and-Select Framework for Zero-shot Entity LinkingCode0
Direct Fact Retrieval from Knowledge Graphs without Entity Linking0
Polar Ducks and Where to Find Them: Enhancing Entity Linking with Duck Typing and Polar Box Embeddings0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BootlegMicro-F196.8Unverified
2confidence-orderIn-KB Accuracy95Unverified
3DCA-SL + TriplesIn-KB Accuracy94.94Unverified
4DeepTypeIn-KB Accuracy94.88Unverified
5NTEEIn-KB Accuracy94.7Unverified
6DCA-SL (2019)(et al., [2019c])In-KB Accuracy94.64Unverified
7Fang et al. (2019) (et al., [2019e])In-KB Accuracy94.3Unverified
8This work+CtxLSTMs+LDC+MPCMIn-KB Accuracy94Unverified
9ReFinEDIn-KB Accuracy93.9Unverified
10Chen et al. (2020) (et al, 2020)In-KB Accuracy93.54Unverified
#ModelMetricClaimedVerifiedStatus
1confidence-orderMicro-F196.3Unverified
2KBEDMicro-F194.8Unverified
3ReFinEDMicro-F194.4Unverified
4GENREMicro-F194.3Unverified
5GlobalMicro-F193.7Unverified
6NER4ELMicro-F189.2Unverified
7ReFinEDMicro-F171.8Unverified
#ModelMetricClaimedVerifiedStatus
1ReFinEDMicro-F179.4Unverified
2confidence-orderMicro-F178.9Unverified
3KBEDMicro-F178.2Unverified
4GlobalMicro-F177.9Unverified
5GENREMicro-F177.3Unverified
6MEPMicro-F176.2Unverified
7NER4ELMicro-F168.5Unverified
#ModelMetricClaimedVerifiedStatus
1KBEDMicro-F190.4Unverified
2confidence-orderMicro-F189.1Unverified
3ReFinEDMicro-F188.7Unverified
4GENREMicro-F187.4Unverified
5MEPMicro-F186.2Unverified
6GlonalMicro-F177.5Unverified
7NER4ELMicro-F164Unverified
#ModelMetricClaimedVerifiedStatus
1KBEDMicro-F193.4Unverified
2confidence-orderMicro-F191.9Unverified
3ReFinEDMicro-F191.6Unverified
4NER4ELMicro-F191.3Unverified
5GENREMicro-F190.1Unverified
6GlobalMicro-F188.5Unverified
#ModelMetricClaimedVerifiedStatus
1confidence-orderMicro-F193.5Unverified
2KBEDMicro-F192.6Unverified
3ReFinEDMicro-F191.8Unverified
4GENREMicro-F189.9Unverified
5GlobalMicro-F188.5Unverified
6NER4ELMicro-F169.5Unverified
#ModelMetricClaimedVerifiedStatus
1DeepTypeMicro Precision90.85Unverified
2NTEEMicro Precision87.7Unverified
3This work+CtxLSTMs+LDC+MPCMMicro Precision87.4Unverified
4Wikipedia2VecMicro Precision85.2Unverified
#ModelMetricClaimedVerifiedStatus
1mGENREMicro Precision90.6Unverified
2Model F+Micro Precision89Unverified
#ModelMetricClaimedVerifiedStatus
1KBEDMicro-F147.6Unverified
#ModelMetricClaimedVerifiedStatus
1KBEDMicro-F164.2Unverified