SOTAVerified

Entity Linking

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

Papers

Showing 51–100 of 735 papers

TitleStatusHype
RnG-KBQA: Generation Augmented Iterative Ranking for Knowledge Base Question AnsweringCode1
Robustness Gym: Unifying the NLP Evaluation LandscapeCode1
A Lightweight Neural Model for Biomedical Entity LinkingCode1
Entity Linking over Nested Named Entities for RussianCode1
A Fair and In-Depth Evaluation of Existing End-to-End Entity Linking SystemsCode1
SNOBERT: A Benchmark for clinical notes entity linking in the SNOMED CT clinical terminologyCode1
SoMeSci- A 5 Star Open Data Gold Standard Knowledge Graph of Software Mentions in Scientific ArticlesCode1
EntQA: Entity Linking as Question AnsweringCode1
Text Classification Models for Form Entity LinkingCode1
L+M-24: Building a Dataset for Language + Molecules @ ACL 2024Code1
Towards Consistent Document-level Entity Linking: Joint Models for Entity Linking and Coreference ResolutionCode1
Understanding Hard Negatives in Noise Contrastive EstimationCode1
Highly Parallel Autoregressive Entity Linking with Discriminative CorrectionCode1
Generative Multimodal Entity LinkingCode1
Generative Biomedical Entity Linking via Knowledge Base-Guided Pre-training and Synonyms-Aware Fine-tuningCode1
GLM-Dialog: Noise-tolerant Pre-training for Knowledge-grounded Dialogue GenerationCode1
CleanCoNLL: A Nearly Noise-Free Named Entity Recognition DatasetCode1
CHOLAN: A Modular Approach for Neural Entity Linking on Wikipedia and WikidataCode1
Autoregressive Entity RetrievalCode1
CogIE: An Information Extraction Toolkit for Bridging Texts and CogNetCode1
Conversational Entity Linking: Problem Definition and DatasetsCode1
Improving Biomedical Pretrained Language Models with KnowledgeCode1
Improving Candidate Retrieval with Entity Profile Generation for Wikidata Entity LinkingCode1
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence EncodersCode1
DecAF: Joint Decoding of Answers and Logical Forms for Question Answering over Knowledge BasesCode1
Increasing Coverage and Precision of Textual Information in Multilingual Knowledge GraphsCode1
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
Doc2Graph: a Task Agnostic Document Understanding Framework based on Graph Neural NetworksCode1
Learning Domain-Specialised Representations for Cross-Lingual Biomedical Entity LinkingCode1
LEMONADE: A Large Multilingual Expert-Annotated Abstractive Event Dataset for the Real WorldCode1
BERT might be Overkill: A Tiny but Effective Biomedical Entity Linker based on Residual Convolutional Neural NetworksCode1
EDUKG: a Heterogeneous Sustainable K-12 Educational Knowledge GraphCode1
DWIE: an entity-centric dataset for multi-task document-level information extractionCode1
EDIN: An End-to-end Benchmark and Pipeline for Unknown Entity Discovery and IndexingCode1
Improving Broad-Coverage Medical Entity Linking with Semantic Type Prediction and Large-Scale DatasetsCode1
Enhanced Entity Annotations for Multilingual CorporaCode1
BioBART: Pretraining and Evaluation of A Biomedical Generative Language ModelCode1
From Zero to Hero: Human-In-The-Loop Entity Linking in Low Resource DomainsCode1
Multilingual End to End Entity LinkingCode1
Biomedical Entity Linking with Contrastive Context MatchingCode1
MuVER: Improving First-Stage Entity Retrieval with Multi-View Entity RepresentationsCode1
ELEVANT: A Fully Automatic Fine-Grained Entity Linking Evaluation and Analysis ToolCode1
Hansel: A Chinese Few-Shot and Zero-Shot Entity Linking BenchmarkCode1
A Language Model based Framework for New Concept Placement in OntologiesCode1
Fast and Effective Biomedical Entity Linking Using a Dual EncoderCode1
HOSMEL: A Hot-Swappable Modularized Entity Linking Toolkit for ChineseCode1
REBEL: Relation Extraction By End-to-end Language generationCode1
Entity Linking in 100 LanguagesCode1
Large Language Models Struggle to Learn Long-Tail KnowledgeCode1
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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