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 701–735 of 735 papers

TitleStatusHype
VP-MEL: Visual Prompts Guided Multimodal Entity Linking—0
Entity Hierarchy Embedding—0
Clinical Concept Linking with Contextualized Neural Representations—0
Entity Linking at Web Scale—0
Entity Linking for Queries by Searching Wikipedia Sentences—0
Entity Linking for Spoken Language—0
Entity Linking for Tweets—0
CLIMATELI: Evaluating Entity Linking on Climate Change Data—0
A Joint Model for Entity Analysis: Coreference, Typing, and Linking—0
Entity Linking in Tabular Data Needs the Right Attention—0
A Joint Chinese Named Entity Recognition and Disambiguation System—0
Stacking With Auxiliary Features for Entity Linking in the Medical Domain—0
Entity Linking Korean Text: An Unsupervised Learning Approach using Semantic Relations—0
Entity Linking Meets Deep Learning: Techniques and Solutions—0
Entity Linking meets Word Sense Disambiguation: a Unified Approach—0
Entity Linking on Microblogs with Spatial and Temporal Signals—0
CLEEK: A Chinese Long-text Corpus for Entity Linking—0
Entity Linking using LLMs for Automated Product Carbon Footprint Estimation—0
Entity Linking via Dual and Cross-Attention Encoders—0
Entity Linking via Explicit Mention-Mention Coreference Modeling—0
Chinese Personal Name Disambiguation Based on Vector Space Model—0
Entity Linking via Joint Encoding of Types, Descriptions, and Context—0
Streaming Text Analytics for Real-Time Event Recognition—0
Strong Baselines for Simple Question Answering over Knowledge Graphs with and without Neural Networks—0
Entity Linking with people entity on Wikipedia—0
Entity Relation Extraction as Dependency Parsing in Visually Rich Documents—0
Entity Resolution in Open-domain Conversations—0
VRDSynth: Synthesizing Programs for Multilingual Visually Rich Document Information Extraction—0
Chinese Name Disambiguation Based on Adaptive Clustering with the Attribute Features—0
Epitran: Precision G2P for Many Languages—0
VUA-background : When to Use Background Information to Perform Word Sense Disambiguation—0
EuroSense: Automatic Harvesting of Multilingual Sense Annotations from Parallel Text—0
Evaluating end-to-end entity linking on domain-specific knowledge bases: Learning about ancient technologies from museum collections—0
Evaluating Entity Linking: An Analysis of Current Benchmark Datasets and a Roadmap for Doing a Better Job—0
Stylistic Variation in Social Media Part-of-Speech Tagging—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
#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