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 1–50 of 156 papers

TitleStatusHype
RAKG:Document-level Retrieval Augmented Knowledge Graph ConstructionCode3
ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingCode2
Grammar-Constrained Decoding for Structured NLP Tasks without FinetuningCode2
Improving Entity Disambiguation by Reasoning over a Knowledge BaseCode2
Global Entity Disambiguation with BERTCode1
Autoregressive Entity RetrievalCode1
Entity Linking in 100 LanguagesCode1
Evaluating the Impact of Knowledge Graph Context on Entity Disambiguation ModelsCode1
ExtEnD: Extractive Entity DisambiguationCode1
SoMeSci- A 5 Star Open Data Gold Standard Knowledge Graph of Software Mentions in Scientific ArticlesCode1
Named Entity Recognition for Entity Linking: What Works and What’s NextCode1
Investigating Entity Knowledge in BERT with Simple Neural End-To-End Entity LinkingCode1
Deep Joint Entity Disambiguation with Local Neural AttentionCode1
Cross-Domain Data Integration for Named Entity Disambiguation in Biomedical TextCode1
KILM: Knowledge Injection into Encoder-Decoder Language ModelsCode1
Highly Parallel Autoregressive Entity Linking with Discriminative CorrectionCode1
Logical Form Generation via Multi-task Learning for Complex Question Answering over Knowledge BasesCode1
Newswire: A Large-Scale Structured Database of a Century of Historical NewsCode1
Beyond NED: Fast and Effective Search Space Reduction for Complex Question Answering over Knowledge BasesCode1
Entity Disambiguation with Entity DefinitionsCode1
Fast and Effective Biomedical Entity Linking Using a Dual EncoderCode1
Bootleg: Chasing the Tail with Self-Supervised Named Entity DisambiguationCode1
LingYi: Medical Conversational Question Answering System based on Multi-modal Knowledge GraphsCode1
REXEL: An End-to-end Model for Document-Level Relation Extraction and Entity LinkingCode1
Improving Broad-Coverage Medical Entity Linking with Semantic Type Prediction and Large-Scale DatasetsCode1
Evaluating Entity Disambiguation and the Role of Popularity in Retrieval-Based NLPCode1
A Sequence Learning Method for Domain-Specific Entity Linking—0
Contrastive Entity Coreference and Disambiguation for Historical Texts—0
Combining Mention Context and Hyperlinks from Wikipedia for Named Entity Disambiguation—0
AIDArabic A Named-Entity Disambiguation Framework for Arabic Text—0
Representing text as abstract images enables image classifiers to also simultaneously classify text—0
Collective Named Entity Disambiguation using Graph Ranking and Clique Partitioning Approaches—0
A Grounded Memory System For Smart Personal Assistants—0
Accommodations in Tuscany as Linked Data—0
Coherent Entity Disambiguation via Modeling Topic and Categorical Dependency—0
CM3: A Causal Masked Multimodal Model of the Internet—0
An Unsupervised Language-Independent Entity Disambiguation Method and its Evaluation on the English and Persian Languages—0
Generative Event Schema Induction with Entity Disambiguation—0
GerNED: A German Corpus for Named Entity Disambiguation—0
Cluster-based Mention Typing for Named Entity Disambiguation—0
Analysis of Named Entity Recognition and Linking for Tweets—0
Evaluating the word-expert approach for Named-Entity Disambiguation—0
A Feature Induction Algorithm with Application to Named Entity Disambiguation—0
End-to-End Entity Linking and Disambiguation leveraging Word and Knowledge Graph Embeddings—0
Evaluating LLMs on Entity Disambiguation in Tables—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
Alleviating Poor Context with Background Knowledge for Named Entity Disambiguation—0
Efficient Biomedical Entity Linking: Clinical Text Standardization with Low-Resource Techniques—0
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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