ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity Linking

Benchmark Model Rank Results
entity-disambiguation-on-ace2004ReFinED#3Micro-F1: 91.6
entity-disambiguation-on-aida-conllReFinED#6In-KB Accuracy: 93.9
entity-disambiguation-on-aquaintReFinED#3Micro-F1: 91.8
entity-disambiguation-on-msnbcReFinED#3Micro-F1: 94.4
entity-disambiguation-on-wned-cwebReFinED#1Micro-F1: 79.4
entity-disambiguation-on-wned-wikiReFinED#3Micro-F1: 88.7
entity-linking-on-aida-conllReFinED#7Micro-F1 strong: 84.0
entity-linking-on-derczynski-1ReFinED#4Micro-F1: 50.7Micro-F1 strong: 50.7
entity-linking-on-kore50ReFinED#3Micro-F1: 65.9Micro-F1 strong: 64.7
entity-linking-on-msnbc-1ReFinED#7Micro-F1: 71.8Micro-F1 strong: 71.8
entity-linking-on-n3-reuters-128-1ReFinED#1Micro-F1: 58.1Micro-F1 strong: 58.1
entity-linking-on-oke-2015-1ReFinED#3Micro-F1: 65.0Micro-F1 strong: 64.4
entity-linking-on-oke-2016-1ReFinED#1Micro-F1: 59.5Micro-F1 strong: 59.1