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
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
Newswire: A Large-Scale Structured Database of a Century of Historical NewsCode1
Deep Joint Entity Disambiguation with Local Neural AttentionCode1
Evaluating the Impact of Knowledge Graph Context on Entity Disambiguation ModelsCode1
Investigating Entity Knowledge in BERT with Simple Neural End-To-End Entity LinkingCode1
ExtEnD: Extractive Entity DisambiguationCode1
Beyond NED: Fast and Effective Search Space Reduction for Complex Question Answering over Knowledge BasesCode1
Logical Form Generation via Multi-task Learning for Complex Question Answering over Knowledge BasesCode1
REXEL: An End-to-end Model for Document-Level Relation Extraction and Entity LinkingCode1
Cross-Domain Data Integration for Named Entity Disambiguation in Biomedical TextCode1
Named Entity Recognition for Entity Linking: What Works and What’s NextCode1
SoMeSci- A 5 Star Open Data Gold Standard Knowledge Graph of Software Mentions in Scientific ArticlesCode1
Improving Broad-Coverage Medical Entity Linking with Semantic Type Prediction and Large-Scale DatasetsCode1
Global Entity Disambiguation with BERTCode1
Entity Disambiguation with Entity DefinitionsCode1
KILM: Knowledge Injection into Encoder-Decoder Language ModelsCode1
Bootleg: Chasing the Tail with Self-Supervised Named Entity DisambiguationCode1
Highly Parallel Autoregressive Entity Linking with Discriminative CorrectionCode1
Evaluating Entity Disambiguation and the Role of Popularity in Retrieval-Based NLPCode1
Autoregressive Entity RetrievalCode1
LingYi: Medical Conversational Question Answering System based on Multi-modal Knowledge GraphsCode1
Fast and Effective Biomedical Entity Linking Using a Dual EncoderCode1
Entity Linking in 100 LanguagesCode1
Named Entity Disambiguation for Noisy TextCode0
A Recurrent Model for Collective Entity Linking with Adaptive FeaturesCode0
Named Entity Disambiguation using Deep Learning on GraphsCode0
Neural Collective Entity Linking Based on Recurrent Random Walk Network LearningCode0
A Read-and-Select Framework for Zero-shot Entity LinkingCode0
Collective Entity Disambiguation with Structured Gradient Tree BoostingCode0
Mixing Context Granularities for Improved Entity Linking on Question Answering Data across Entity CategoriesCode0
Learning Text Representations for 500K Classification Tasks on Named Entity DisambiguationCode0
Learning Dynamic Context Augmentation for Global Entity LinkingCode0
Multilingual Autoregressive Entity LinkingCode0
Joint Learning of the Embedding of Words and Entities for Named Entity DisambiguationCode0
Enriching Social Science Research via Survey Item LinkingCode0
KaFSP: Knowledge-Aware Fuzzy Semantic Parsing for Conversational Question Answering over a Large-Scale Knowledge BaseCode0
End-to-End Neural Entity LinkingCode0
Boosting Entity Linking Performance by Leveraging Unlabeled DocumentsCode0
ELDEN: Improved Entity Linking Using Densified Knowledge GraphsCode0
Biomedical Interpretable Entity RepresentationsCode0
EntEval: A Holistic Evaluation Benchmark for Entity RepresentationsCode0
EntGPT: Linking Generative Large Language Models with Knowledge BasesCode0
Benchmarking Scalable Methods for Streaming Cross Document Entity CoreferenceCode0
Disambiguation of Company names via Deep Recurrent NetworksCode0
Exploring Partial Knowledge Base Inference in Biomedical Entity LinkingCode0
FewTopNER: Integrating Few-Shot Learning with Topic Modeling and Named Entity Recognition in a Multilingual FrameworkCode0
Be Concise and Precise: Synthesizing Open-Domain Entity Descriptions from FactsCode0
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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