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SotA/Natural Language Processing/Entity Disambiguation/AIDA-CoNLL

Entity Disambiguation on AIDA-CoNLL

Metric: In-KB Accuracy (higher is better)

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#Model↕In-KB Accuracy▼Extra DataPaperDate↕Code
1confidence-order95NoGlobal Entity Disambiguation with BERT2019-09-01Code
2DCA-SL + Triples94.94NoEvaluating the Impact of Knowledge Graph Context...2020-08-12Code
3DeepType94.88NoDeepType: Multilingual Entity Linking by Neural ...2018-02-03Code
4NTEE94.7NoLearning Distributed Representations of Texts an...2017-05-06Code
5DCA-SL (2019)(et al., [2019c])94.64NoLearning Dynamic Context Augmentation for Global...2019-09-04Code
6Fang et al. (2019) (et al., [2019e])94.3NoJoint Entity Linking with Deep Reinforcement Lea...2019-02-01-
7This work+CtxLSTMs+LDC+MPCM94NoNeural Cross-Lingual Entity Linking2017-12-05-
8ReFinED93.9YesReFinED: An Efficient Zero-shot-capable Approach...2022-07-08Code
9Chen et al. (2020) (et al, 2020)93.54NoImproving Entity Linking by Modeling Latent Enti...2020-01-06-
10GENRE93.3NoAutoregressive Entity Retrieval2020-10-02Code
11Wikipedia2Vec-GBRT93.1NoJoint Learning of the Embedding of Words and Ent...2016-01-06Code
12ELDEN93No--Code
13NER4EL92.5No--Code
14Global92.22NoDeep Joint Entity Disambiguation with Local Neur...2017-04-17Code
15Wikipedia2Vec91.5NoJoint Learning of the Embedding of Words and Ent...2016-01-06Code
16KBED90.4YesImproving Entity Disambiguation by Reasoning ove...2022-07-08Code
17Le& Titov (2019) (Le and Titov, 2019)89.66NoBoosting Entity Linking Performance by Leveragin...2019-06-04Code
18Hoffart et al.82.29No---