A Partition Filter Network for Joint Entity and Relation Extraction

Benchmark Model Rank Results
joint-entity-and-relation-extraction-onPFN#10Entity F1: 66.8RE+ Micro F1: 38.4Cross Sentence: No
relation-extraction-on-ace-2004PFN#2RE+ Micro F1: 62.5NER Micro F1: 89.3Cross Sentence: No
relation-extraction-on-ace-2005PFN#12RE+ Micro F1: 66.8NER Micro F1: 89.0Sentence Encoder: ALBERT
relation-extraction-on-ade-corpusPFN (ALBERT XXL, no aggregation)#4RE+ Macro F1: 83.2NER Macro F1: 91.3
relation-extraction-on-webnlgPFN#2F1: 93.6NER Micro F1: 98.0