SOTAVerified

Entity Linking

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

Papers

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Showing 1–10 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Evaluation of LLMs on Long-tail Entity Linking in Historical Documents—0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
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All datasetsAIDA-CoNLLKILT: AIDA-YAGO2KILT: WNED-CWEBKILT: WNED-WIKIDerczynskiMSNBCEC-FUNSDN3-Reuters-128OKE-2015OKE-2016KORE50CoNLL-Aida

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