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
LEMONADE: A Large Multilingual Expert-Annotated Abstractive Event Dataset for the Real WorldCode1
Distilling Closed-Source LLM's Knowledge for Locally Stable and Economic Biomedical Entity Linking—0
Evaluation of LLMs on Long-tail Entity Linking in Historical Documents—0
KGMEL: Knowledge Graph-Enhanced Multimodal Entity LinkingCode1
Cross-Document Contextual Coreference Resolution in Knowledge Graphs—0
Explainable ICD Coding via Entity Linking—0
Entity-aware Cross-lingual Claim Detection for Automated Fact-checkingCode0
Leveraging Knowledge Graphs and LLMs for Context-Aware Messaging—0
Vision-Language Models Struggle to Align Entities across Modalities—0
Musical Heritage Historical Entity Linking—0
Entity Linking using LLMs for Automated Product Carbon Footprint Estimation—0
Enhancing Multimodal Entity Linking with Jaccard Distance-based Conditional Contrastive Learning and Contextual Visual Augmentation—0
MedCT: A Clinical Terminology Graph for Generative AI Applications in Healthcare—0
Audiopedia: Audio QA with KnowledgeCode0
Reverse Region-to-Entity Annotation for Pixel-Level Visual Entity LinkingCode0
Unsupervised Named Entity Disambiguation for Low Resource DomainsCode0
Multi-level Matching Network for Multimodal Entity LinkingCode0
VP-MEL: Visual Prompts Guided Multimodal Entity Linking—0
Addressing Hallucinations in Language Models with Knowledge Graph Embeddings as an Additional Modality—0
JEL: Applying End-to-End Neural Entity Linking in JPMorgan Chase—0
OCEAN: Offline Chain-of-thought Evaluation and Alignment in Large Language Models—0
Visual Text Matters: Improving Text-KVQA with Visual Text Entity Knowledge-aware Large Multimodal AssistantCode0
DynamicER: Resolving Emerging Mentions to Dynamic Entities for RAGCode0
TIGER: Temporally Improved Graph Entity LinkerCode0
MELO: An Evaluation Benchmark for Multilingual Entity Linking of OccupationsCode0
OneNet: A Fine-Tuning Free Framework for Few-Shot Entity Linking via Large Language Model PromptingCode1
M^3EL: A Multi-task Multi-topic Dataset for Multi-modal Entity Linking—0
Modeling Layout Reading Order as Ordering Relations for Visually-rich Document UnderstandingCode1
INSIGHTBUDDY-AI: Medication Extraction and Entity Linking using Large Language Models and Ensemble LearningCode0
Konstruktor: A Strong Baseline for Simple Knowledge Graph Question AnsweringCode0
OneGen: Efficient One-Pass Unified Generation and Retrieval for LLMsCode2
Real World Conversational Entity Linking Requires More Than ZeroshotsCode0
Learning from Negative Samples in Generative Biomedical Entity LinkingCode1
DAC: Decomposed Automation Correction for Text-to-SQLCode0
ReLiK: Retrieve and LinK, Fast and Accurate Entity Linking and Relation Extraction on an Academic BudgetCode3
UniMEL: A Unified Framework for Multimodal Entity Linking with Large Language ModelsCode1
FarFetched: Entity-centric Reasoning and Claim Validation for the Greek Language based on Textually Represented EnvironmentsCode0
VRDSynth: Synthesizing Programs for Multilingual Visually Rich Document Information Extraction—0
Hybrid X-Linker: Automated Data Generation and Extreme Multi-label Ranking for Biomedical Entity LinkingCode0
LLMAEL: Large Language Models are Good Context Augmenters for Entity LinkingCode1
SPARKLE: Enhancing SPARQL Generation with Direct KG Integration in DecodingCode0
CLIMATELI: Evaluating Entity Linking on Climate Change Data—0
Mathematical Entities: Corpora and BenchmarksCode0
Learning from Natural Language Explanations for Generalizable Entity Matching—0
Optimal Transport Guided Correlation Assignment for Multimodal Entity LinkingCode0
SNOBERT: A Benchmark for clinical notes entity linking in the SNOMED CT clinical terminologyCode1
Efficient Biomedical Entity Linking: Clinical Text Standardization with Low-Resource Techniques—0
Comparing Neighbors Together Makes it Easy: Jointly Comparing Multiple Candidates for Efficient and Effective Retrieval—0
Biomedical Entity Linking for Dutch: Fine-tuning a Self-alignment BERT Model on an Automatically Generated Wikipedia CorpusCode0
Towards a Search Engine for Machines: Unified Ranking for Multiple Retrieval-Augmented Large Language ModelsCode0
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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