SOTAVerified

Entity Linking

Assigning a unique identity to entities (such as famous individuals, locations, or companies) mentioned in text (Source: Wikipedia).

Papers

Showing 51100 of 735 papers

TitleStatusHype
WikiDiverse: A Multimodal Entity Linking Dataset with Diversified Contextual Topics and Entity TypesCode1
Generative Biomedical Entity Linking via Knowledge Base-Guided Pre-training and Synonyms-Aware Fine-tuningCode1
BioBART: Pretraining and Evaluation of A Biomedical Generative Language ModelCode1
Improving Candidate Retrieval with Entity Profile Generation for Wikidata Entity LinkingCode1
Text Classification Models for Form Entity LinkingCode1
Named Entity Recognition for Entity Linking: What Works and What’s NextCode1
REBEL: Relation Extraction By End-to-end Language generationCode1
EntQA: Entity Linking as Question AnsweringCode1
RnG-KBQA: Generation Augmented Iterative Ranking for Knowledge Base Question AnsweringCode1
Phrase Retrieval Learns Passage Retrieval, TooCode1
MuVER: Improving First-Stage Entity Retrieval with Multi-View Entity RepresentationsCode1
Highly Parallel Autoregressive Entity Linking with Discriminative CorrectionCode1
BERT might be Overkill: A Tiny but Effective Biomedical Entity Linker based on Residual Convolutional Neural NetworksCode1
Entity Linking and Discovery via Arborescence-based Supervised ClusteringCode1
Towards Consistent Document-level Entity Linking: Joint Models for Entity Linking and Coreference ResolutionCode1
SoMeSci- A 5 Star Open Data Gold Standard Knowledge Graph of Software Mentions in Scientific ArticlesCode1
MobIE: A German Dataset for Named Entity Recognition, Entity Linking and Relation Extraction in the Mobility DomainCode1
User-friendly Comparison of Similarity Algorithms on WikidataCode1
CogIE: An Information Extraction Toolkit for Bridging Texts and CogNetCode1
Injecting Knowledge Base Information into End-to-End Joint Entity and Relation Extraction and Coreference ResolutionCode1
LNN-EL: A Neuro-Symbolic Approach to Short-text Entity LinkingCode1
Improving Entity Linking through Semantic Reinforced Entity EmbeddingsCode1
Biomedical Entity Linking with Contrastive Context MatchingCode1
Learning Domain-Specialised Representations for Cross-Lingual Biomedical Entity LinkingCode1
Visual FUDGE: Form Understanding via Dynamic Graph EditingCode1
Conversational Entity Linking: Problem Definition and DatasetsCode1
Rare Disease Identification from Clinical Notes with Ontologies and Weak SupervisionCode1
Improving Biomedical Pretrained Language Models with KnowledgeCode1
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence EncodersCode1
Understanding Hard Negatives in Noise Contrastive EstimationCode1
Multimodal Entity Linking for TweetsCode1
Fast and Effective Biomedical Entity Linking Using a Dual EncoderCode1
CHOLAN: A Modular Approach for Neural Entity Linking on Wikipedia and WikidataCode1
Robustness Gym: Unifying the NLP Evaluation LandscapeCode1
A Lightweight Neural Model for Biomedical Entity LinkingCode1
Entity Linking in 100 LanguagesCode1
Self-Alignment Pretraining for Biomedical Entity RepresentationsCode1
Zero-shot Entity Linking with Efficient Long Range Sequence ModelingCode1
COMETA: A Corpus for Medical Entity Linking in the Social MediaCode1
Autoregressive Entity RetrievalCode1
DWIE: an entity-centric dataset for multi-task document-level information extractionCode1
KILT: a Benchmark for Knowledge Intensive Language TasksCode1
From Zero to Hero: Human-In-The-Loop Entity Linking in Low Resource DomainsCode1
Information Extraction of Clinical Trial Eligibility CriteriaCode1
REL: An Entity Linker Standing on the Shoulders of GiantsCode1
RuBQ: A Russian Dataset for Question Answering over WikidataCode1
Soft Gazetteers for Low-Resource Named Entity RecognitionCode1
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
Improving Candidate Generation for Low-resource Cross-lingual Entity LinkingCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SpEL-large (2023)Micro-F1 strong88.6Unverified
2SpEL-base (2023)Micro-F1 strong88.1Unverified
3FusionEDMicro-F1 strong86.5Unverified
4ReLiK-LargeMicro-F1 strong86.4Unverified
5Zhang et al. (2021)Micro-F1 strong85.8Unverified
6De Cao et al. (2021b)Micro-F1 strong85.5Unverified
7ReLiK-BaseMicro-F1 strong85.3Unverified
8ReFinEDMicro-F1 strong84Unverified
9De Cao et al. (2021a)Micro-F1 strong83.7Unverified
10Kannan Ravi et al. (2021)Micro-F1 strong83.1Unverified
#ModelMetricClaimedVerifiedStatus
1GENREKILT-AC89.85Unverified
2BLINKKILT-AC81.54Unverified
3BARTKILT-AC77.55Unverified
4BART + DPRKILT-AC75.49Unverified
5T5-baseKILT-AC74.05Unverified
6RAGKILT-AC72.62Unverified
7multitaskKILT-AC66.75Unverified
8Multitask DPR + BARTKILT-AC24.67Unverified
9Multi-task DPRKILT-AC0Unverified
10multi-task smallKILT-AC0Unverified
#ModelMetricClaimedVerifiedStatus
1GENREKILT-AC71.22Unverified
2BLINKKILT-AC68.77Unverified
3T5-baseKILT-AC49.29Unverified
4BARTKILT-AC49.16Unverified
5RAGKILT-AC47.61Unverified
6multitaskKILT-AC47.45Unverified
7BART + DPRKILT-AC46.87Unverified
8Multi-task DPRKILT-AC0Unverified
9chriskueiKILT-AC0Unverified
10multi-task smallKILT-AC0Unverified
#ModelMetricClaimedVerifiedStatus
1GENREKILT-AC87.44Unverified
2BLINKKILT-AC80.24Unverified
3RAGKILT-AC48.07Unverified
4T5-baseKILT-AC47.13Unverified
5multitaskKILT-AC46.68Unverified
6BARTKILT-AC45.91Unverified
7BART + DPRKILT-AC45.2Unverified
8multi-task smallKILT-AC0Unverified
9chriskueiKILT-AC0Unverified
10Multi-task DPRKILT-AC0Unverified
#ModelMetricClaimedVerifiedStatus
1FusionEDMicro-F1 strong56.8Unverified
2ReLiK-LargeMicro-F156.3Unverified
3ReLiK-BaseMicro-F155.6Unverified
4De Cao et al. (2021a)Micro-F154.1Unverified
5ReFinEDMicro-F150.7Unverified
6van Hulst et al. (2020)Micro-F141.1Unverified
7Kolitsas et al. (2018)Micro-F134.1Unverified
#ModelMetricClaimedVerifiedStatus
1Kannan Ravi et al. (2021)Micro-F183.4Unverified
2ReLiK-LargeMicro-F175Unverified
3De Cao et al. (2021a)Micro-F173.7Unverified
4FusionEDMicro-F1 strong73.6Unverified
5Kolitsas et al. (2018)Micro-F172.4Unverified
6van Hulst et al. (2020)Micro-F172.4Unverified
7ReLiK-BaseMicro-F172.3Unverified
#ModelMetricClaimedVerifiedStatus
1RORE (GeoLayoutLM)F187.42Unverified
2GeoLayoutLMF186.18Unverified
3RORE (GeoLayoutLM)F184.34Unverified
4GeoLayoutLMF183.62Unverified
5RORE (LayoutLMv3-large)F179.33Unverified
6RORE (LayoutLMv3-base)F173.64Unverified
#ModelMetricClaimedVerifiedStatus
1ReFinEDMicro-F158.1Unverified
2E2EMicro-F154.6Unverified
3FusionEDMicro-F1 strong53.1Unverified
4ReLiK-LargeMicro-F151.7Unverified
5ReLiK-BaseMicro-F148.1Unverified
#ModelMetricClaimedVerifiedStatus
1E2EMicro-F166.9Unverified
2ReLiK-LargeMicro-F165.1Unverified
3ReFinEDMicro-F165Unverified
4ReLiK-BaseMicro-F162.5Unverified
5FusionEDMicro-F1 strong62.3Unverified
#ModelMetricClaimedVerifiedStatus
1ReFinEDMicro-F159.5Unverified
2E2EMicro-F158.4Unverified
3ReLiK-LargeMicro-F157.2Unverified
4FusionEDMicro-F1 strong56.6Unverified
5ReLiK-BaseMicro-F152.3Unverified
#ModelMetricClaimedVerifiedStatus
1ReLiK-LargeMicro-F172.8Unverified
2ReLiK-BaseMicro-F168Unverified
3ReFinEDMicro-F165.9Unverified
4FusionEDMicro-F1 strong65.1Unverified
#ModelMetricClaimedVerifiedStatus
1RELIC + CoNLL-Aida tuningAccuracy94.9Unverified
2Raiman & Raiman 2018Accuracy94.9Unverified
3Radhakrishnan et al. 2018Accuracy93Unverified
#ModelMetricClaimedVerifiedStatus
1ArboELAccuracy75.73Unverified
2ArboEL-dualAccuracy72.19Unverified
3BioBARTAccuracy71.78Unverified
#ModelMetricClaimedVerifiedStatus
1ReLiK-LargeMicro-F143Unverified
2FusionEDMicro-F1 strong41.6Unverified
3ReLiK-BaseMicro-F141.6Unverified
#ModelMetricClaimedVerifiedStatus
1Raiman & Raiman 2018Accuracy90.9Unverified
2RELIC + CoNLL-Aida tuningAccuracy89.8Unverified
3Radhakrishnan et al. 2018Accuracy89.6Unverified
#ModelMetricClaimedVerifiedStatus
1SpEL-large (2023)Micro-F1 strong77.5Unverified
2SpEL-base (2023)Micro-F1 strong73.7Unverified
#ModelMetricClaimedVerifiedStatus
1Sieve-based+SapBERTF1-score (strict)0.83Unverified
2Sieve-basedF1-score (strict)0.81Unverified
#ModelMetricClaimedVerifiedStatus
1SINGU_GROUPF170.51Unverified
2SERAF165.96Unverified
#ModelMetricClaimedVerifiedStatus
1SemEHR+WS (rules+BlueBERT) with tuning number of training dataF10.71Unverified
2SemEHR+WS (rules+BlueBERT)F10.7Unverified
#ModelMetricClaimedVerifiedStatus
1SemEHR+WS (rules+BlueBERT) with tuning number of training dataF10.86Unverified
2SemEHR+WS (rules+BlueBERT)F10.86Unverified
#ModelMetricClaimedVerifiedStatus
1ReFinEDF189.1Unverified
2VCGF10.73Unverified
#ModelMetricClaimedVerifiedStatus
1transformersTask 1 Accuracy: all77.8Unverified
2CTLRTask 1 Accuracy: all76.8Unverified
#ModelMetricClaimedVerifiedStatus
1ArboELUnnormalized Accuracy62.53Unverified
2ArboEL-dualUnnormalized Accuracy51.09Unverified
#ModelMetricClaimedVerifiedStatus
1ERNIEAccuracy57.19Unverified
#ModelMetricClaimedVerifiedStatus
1baselineF126.4Unverified
#ModelMetricClaimedVerifiedStatus
1SemEHR+WS (rules+BlueBERT) with tuning number of training dataF10.91Unverified
#ModelMetricClaimedVerifiedStatus
1ReLiK-LargeMicro-F185.1Unverified