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SotA/Natural Language Processing/Entity Linking

Entity Linking

55 benchmarks735 papers

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

Benchmarks

Entity Linking on AIDA-CoNLL

Micro-F1 strong

Entity Linking on KILT: AIDA-YAGO2

KILT-AC R-Prec Recall@5 Accuracy

Entity Linking on KILT: WNED-CWEB

KILT-AC R-Prec Recall@5 Accuracy

Entity Linking on KILT: WNED-WIKI

KILT-AC R-Prec Recall@5 Accuracy

Entity Linking on EC-FUNSD

Entity Linking on FUNSD

Entity Linking on MSNBC

Micro-F1 Micro-F1 strong

Entity Linking on WiC-TSV

Task 1 Accuracy: all Task 1 Accuracy: general purpose Task 1 Accuracy: domain specific Task 3 Accuracy: all Task 3 Accuracy: general purpose Task 3 Accuracy: domain specific Task 2 Accuracy: all Task 2 Accuracy: general purpose Task 2 Accuracy: domain specific

Entity Linking on Derczynski

Micro-F1 Micro-F1 strong

Entity Linking on N3-Reuters-128

Micro-F1 Micro-F1 strong

Entity Linking on OKE-2015

Micro-F1 Micro-F1 strong

Entity Linking on OKE-2016

Micro-F1 Micro-F1 strong

Entity Linking on CoNLL-Aida

Entity Linking on KORE50

Micro-F1 Micro-F1 strong

Entity Linking on MedMentions

Accuracy Recall@64

Entity Linking on TAC-KBP 2010

Entity Linking on AIDA/testc

Micro-F1 strong

Entity Linking on BC7 NLM-Chem

F1-score (strict)

Entity Linking on N3-RSS-500

Micro-F1 Micro-F1 strong

Entity Linking on Rare Diseases Mentions in MIMIC-III

Entity Linking on Rare Diseases Mentions in MIMIC-III (Text-to-UMLS)

Entity Linking on WebQSP-WD

Entity Linking on ZESHEL

Unnormalized Accuracy Recall@64

Entity Linking on FIGER

Accuracy Macro F1 Micro F1

Entity Linking on GUM

Entity Linking on REBEL

Entity Linking on Rare Diseases Mentions in MIMIC-III Radiology Reports (Text-to-UMLS)