ReLiK: Retrieve and LinK, Fast and Accurate Entity Linking and Relation Extraction on an Academic Budget

Benchmark Model Rank Results
entity-linking-on-aida-conllReLiK-Large#3Micro-F1 strong: 86.4
entity-linking-on-aida-conllReLiK-Base#6Micro-F1 strong: 85.3
entity-linking-on-derczynski-1ReLiK-Large#1Micro-F1: 56.3
entity-linking-on-derczynski-1ReLiK-Base#2Micro-F1: 55.6
entity-linking-on-kore50ReLiK-Large#1Micro-F1: 72.8
entity-linking-on-kore50ReLiK-Base#2Micro-F1: 68
entity-linking-on-msnbc-1ReLiK-Large#2Micro-F1: 75
entity-linking-on-msnbc-1ReLiK-Base#6Micro-F1: 72.3
entity-linking-on-n3-reuters-128-1ReLiK-Large#3Micro-F1: 51.7
entity-linking-on-n3-reuters-128-1ReLiK-Base#4Micro-F1: 48.1
entity-linking-on-n3-rss-500ReLiK-Base#1Micro-F1: 41.6
entity-linking-on-n3-rss-500ReLiK-Large#2Micro-F1: 43
entity-linking-on-oke-2015-1ReLiK-Large#2Micro-F1: 65.1
entity-linking-on-oke-2015-1ReLiK-Base#4Micro-F1: 62.5
entity-linking-on-oke-2016-1ReLiK-Large#3Micro-F1: 57.2
entity-linking-on-oke-2016-1ReLiK-Base#4Micro-F1: 52.3
relation-extraction-on-conll04ReLiK-Large#8RE+ Micro F1: 78.1
relation-extraction-on-nytReLiK-Large#1F1: 95
relation-extraction-on-nytReLiK-Base#2F1: 94.8
relation-extraction-on-nytReLiK-Small#3F1: 94.4