SOTAVerified

Entity Linking

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

Papers

Showing 1–50 of 735 papers

TitleStatusHype
Zero-shot Entity Linking with Less DataCode3
ReLiK: Retrieve and LinK, Fast and Accurate Entity Linking and Relation Extraction on an Academic BudgetCode3
OneGen: Efficient One-Pass Unified Generation and Retrieval for LLMsCode2
Improving Entity Disambiguation by Reasoning over a Knowledge BaseCode2
ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingCode2
Scalable Zero-shot Entity Linking with Dense Entity RetrievalCode2
Efficient One-Pass End-to-End Entity Linking for QuestionsCode2
KILT: a Benchmark for Knowledge Intensive Language TasksCode1
Increasing Coverage and Precision of Textual Information in Multilingual Knowledge GraphsCode1
Kuaipedia: a Large-scale Multi-modal Short-video EncyclopediaCode1
Improving Entity Linking by Modeling Latent Relations between MentionsCode1
Improving Entity Linking through Semantic Reinforced Entity EmbeddingsCode1
Information Extraction of Clinical Trial Eligibility CriteriaCode1
KGMEL: Knowledge Graph-Enhanced Multimodal Entity LinkingCode1
Improving Biomedical Pretrained Language Models with KnowledgeCode1
Generative Biomedical Entity Linking via Knowledge Base-Guided Pre-training and Synonyms-Aware Fine-tuningCode1
Improving Candidate Generation for Low-resource Cross-lingual Entity LinkingCode1
Entity Linking in 100 LanguagesCode1
Fast and Effective Biomedical Entity Linking Using a Dual EncoderCode1
From Zero to Hero: Human-In-The-Loop Entity Linking in Low Resource DomainsCode1
Hansel: A Chinese Few-Shot and Zero-Shot Entity Linking BenchmarkCode1
HOSMEL: A Hot-Swappable Modularized Entity Linking Toolkit for ChineseCode1
COMETA: A Corpus for Medical Entity Linking in the Social MediaCode1
CHOLAN: A Modular Approach for Neural Entity Linking on Wikipedia and WikidataCode1
CogIE: An Information Extraction Toolkit for Bridging Texts and CogNetCode1
A Lightweight Neural Model for Biomedical Entity LinkingCode1
A Fair and In-Depth Evaluation of Existing End-to-End Entity Linking SystemsCode1
Conversational Entity Linking: Problem Definition and DatasetsCode1
Injecting Knowledge Base Information into End-to-End Joint Entity and Relation Extraction and Coreference ResolutionCode1
Investigating Entity Knowledge in BERT with Simple Neural End-To-End Entity LinkingCode1
ELEVANT: A Fully Automatic Fine-Grained Entity Linking Evaluation and Analysis ToolCode1
Entity Linking over Nested Named Entities for RussianCode1
DWIE: an entity-centric dataset for multi-task document-level information extractionCode1
Doc2Graph: a Task Agnostic Document Understanding Framework based on Graph Neural NetworksCode1
Autoregressive Entity RetrievalCode1
EDIN: An End-to-end Benchmark and Pipeline for Unknown Entity Discovery and IndexingCode1
Enhanced Entity Annotations for Multilingual CorporaCode1
Entity Linking and Discovery via Arborescence-based Supervised ClusteringCode1
BioBART: Pretraining and Evaluation of A Biomedical Generative Language ModelCode1
EntQA: Entity Linking as Question AnsweringCode1
Biomedical Entity Linking with Contrastive Context MatchingCode1
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence EncodersCode1
Generative Multimodal Entity LinkingCode1
GLM-Dialog: Noise-tolerant Pre-training for Knowledge-grounded Dialogue GenerationCode1
Hierarchical Losses and New Resources for Fine-grained Entity Typing and LinkingCode1
Highly Parallel Autoregressive Entity Linking with Discriminative CorrectionCode1
A Language Model based Framework for New Concept Placement in OntologiesCode1
CleanCoNLL: A Nearly Noise-Free Named Entity Recognition DatasetCode1
BERT might be Overkill: A Tiny but Effective Biomedical Entity Linker based on Residual Convolutional Neural NetworksCode1
DecAF: Joint Decoding of Answers and Logical Forms for Question Answering over Knowledge BasesCode1
Show:102550
← PrevPage 1 of 15Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SpEL-large (2023)Micro-F1 strong88.6—Unverified
2SpEL-base (2023)Micro-F1 strong88.1—Unverified
3FusionEDMicro-F1 strong86.5—Unverified
4ReLiK-LargeMicro-F1 strong86.4—Unverified
5Zhang et al. (2021)Micro-F1 strong85.8—Unverified
6De Cao et al. (2021b)Micro-F1 strong85.5—Unverified
7ReLiK-BaseMicro-F1 strong85.3—Unverified
8ReFinEDMicro-F1 strong84—Unverified
9De Cao et al. (2021a)Micro-F1 strong83.7—Unverified
10Kannan Ravi et al. (2021)Micro-F1 strong83.1—Unverified
#ModelMetricClaimedVerifiedStatus
1GENREKILT-AC89.85—Unverified
2BLINKKILT-AC81.54—Unverified
3BARTKILT-AC77.55—Unverified
4BART + DPRKILT-AC75.49—Unverified
5T5-baseKILT-AC74.05—Unverified
6RAGKILT-AC72.62—Unverified
7multitaskKILT-AC66.75—Unverified
8Multitask DPR + BARTKILT-AC24.67—Unverified
9Multi-task DPRKILT-AC0—Unverified
10multi-task smallKILT-AC0—Unverified
#ModelMetricClaimedVerifiedStatus
1GENREKILT-AC71.22—Unverified
2BLINKKILT-AC68.77—Unverified
3T5-baseKILT-AC49.29—Unverified
4BARTKILT-AC49.16—Unverified
5RAGKILT-AC47.61—Unverified
6multitaskKILT-AC47.45—Unverified
7BART + DPRKILT-AC46.87—Unverified
8Multi-task DPRKILT-AC0—Unverified
9chriskueiKILT-AC0—Unverified
10multi-task smallKILT-AC0—Unverified
#ModelMetricClaimedVerifiedStatus
1GENREKILT-AC87.44—Unverified
2BLINKKILT-AC80.24—Unverified
3RAGKILT-AC48.07—Unverified
4T5-baseKILT-AC47.13—Unverified
5multitaskKILT-AC46.68—Unverified
6BARTKILT-AC45.91—Unverified
7BART + DPRKILT-AC45.2—Unverified
8multi-task smallKILT-AC0—Unverified
9chriskueiKILT-AC0—Unverified
10Multi-task DPRKILT-AC0—Unverified
#ModelMetricClaimedVerifiedStatus
1FusionEDMicro-F1 strong56.8—Unverified
2ReLiK-LargeMicro-F156.3—Unverified
3ReLiK-BaseMicro-F155.6—Unverified
4De Cao et al. (2021a)Micro-F154.1—Unverified
5ReFinEDMicro-F150.7—Unverified
6van Hulst et al. (2020)Micro-F141.1—Unverified
7Kolitsas et al. (2018)Micro-F134.1—Unverified
#ModelMetricClaimedVerifiedStatus
1Kannan Ravi et al. (2021)Micro-F183.4—Unverified
2ReLiK-LargeMicro-F175—Unverified
3De Cao et al. (2021a)Micro-F173.7—Unverified
4FusionEDMicro-F1 strong73.6—Unverified
5Kolitsas et al. (2018)Micro-F172.4—Unverified
6van Hulst et al. (2020)Micro-F172.4—Unverified
7ReLiK-BaseMicro-F172.3—Unverified
#ModelMetricClaimedVerifiedStatus
1RORE (GeoLayoutLM)F187.42—Unverified
2GeoLayoutLMF186.18—Unverified
3RORE (GeoLayoutLM)F184.34—Unverified
4GeoLayoutLMF183.62—Unverified
5RORE (LayoutLMv3-large)F179.33—Unverified
6RORE (LayoutLMv3-base)F173.64—Unverified
#ModelMetricClaimedVerifiedStatus
1ReFinEDMicro-F158.1—Unverified
2E2EMicro-F154.6—Unverified
3FusionEDMicro-F1 strong53.1—Unverified
4ReLiK-LargeMicro-F151.7—Unverified
5ReLiK-BaseMicro-F148.1—Unverified
#ModelMetricClaimedVerifiedStatus
1E2EMicro-F166.9—Unverified
2ReLiK-LargeMicro-F165.1—Unverified
3ReFinEDMicro-F165—Unverified
4ReLiK-BaseMicro-F162.5—Unverified
5FusionEDMicro-F1 strong62.3—Unverified
#ModelMetricClaimedVerifiedStatus
1ReFinEDMicro-F159.5—Unverified
2E2EMicro-F158.4—Unverified
3ReLiK-LargeMicro-F157.2—Unverified
4FusionEDMicro-F1 strong56.6—Unverified
5ReLiK-BaseMicro-F152.3—Unverified
#ModelMetricClaimedVerifiedStatus
1ReLiK-LargeMicro-F172.8—Unverified
2ReLiK-BaseMicro-F168—Unverified
3ReFinEDMicro-F165.9—Unverified
4FusionEDMicro-F1 strong65.1—Unverified
#ModelMetricClaimedVerifiedStatus
1RELIC + CoNLL-Aida tuningAccuracy94.9—Unverified
2Raiman & Raiman 2018Accuracy94.9—Unverified
3Radhakrishnan et al. 2018Accuracy93—Unverified
#ModelMetricClaimedVerifiedStatus
1ArboELAccuracy75.73—Unverified
2ArboEL-dualAccuracy72.19—Unverified
3BioBARTAccuracy71.78—Unverified
#ModelMetricClaimedVerifiedStatus
1ReLiK-LargeMicro-F143—Unverified
2FusionEDMicro-F1 strong41.6—Unverified
3ReLiK-BaseMicro-F141.6—Unverified
#ModelMetricClaimedVerifiedStatus
1Raiman & Raiman 2018Accuracy90.9—Unverified
2RELIC + CoNLL-Aida tuningAccuracy89.8—Unverified
3Radhakrishnan et al. 2018Accuracy89.6—Unverified
#ModelMetricClaimedVerifiedStatus
1SpEL-large (2023)Micro-F1 strong77.5—Unverified
2SpEL-base (2023)Micro-F1 strong73.7—Unverified
#ModelMetricClaimedVerifiedStatus
1Sieve-based+SapBERTF1-score (strict)0.83—Unverified
2Sieve-basedF1-score (strict)0.81—Unverified
#ModelMetricClaimedVerifiedStatus
1SINGU_GROUPF170.51—Unverified
2SERAF165.96—Unverified
#ModelMetricClaimedVerifiedStatus
1SemEHR+WS (rules+BlueBERT) with tuning number of training dataF10.71—Unverified
2SemEHR+WS (rules+BlueBERT)F10.7—Unverified
#ModelMetricClaimedVerifiedStatus
1SemEHR+WS (rules+BlueBERT) with tuning number of training dataF10.86—Unverified
2SemEHR+WS (rules+BlueBERT)F10.86—Unverified
#ModelMetricClaimedVerifiedStatus
1ReFinEDF189.1—Unverified
2VCGF10.73—Unverified
#ModelMetricClaimedVerifiedStatus
1transformersTask 1 Accuracy: all77.8—Unverified
2CTLRTask 1 Accuracy: all76.8—Unverified
#ModelMetricClaimedVerifiedStatus
1ArboELUnnormalized Accuracy62.53—Unverified
2ArboEL-dualUnnormalized Accuracy51.09—Unverified
#ModelMetricClaimedVerifiedStatus
1ERNIEAccuracy57.19—Unverified
#ModelMetricClaimedVerifiedStatus
1baselineF126.4—Unverified
#ModelMetricClaimedVerifiedStatus
1SemEHR+WS (rules+BlueBERT) with tuning number of training dataF10.91—Unverified
#ModelMetricClaimedVerifiedStatus
1ReLiK-LargeMicro-F185.1—Unverified