Joint Entity and Relation Extraction from Scientific Documents: Role of Linguistic Information and Entity Types

Benchmark Model Rank Results
joint-entity-and-relation-extraction-onSpERT.PL (SciBERT)#3Relation F1: 51.25Entity F1: 70.53Cross Sentence: No
relation-extraction-on-ade-corpusSpERT.PL (without overlap and BioBERT)#5RE+ Macro F1: 82.39NER Macro F1: 91.14
relation-extraction-on-ade-corpusSpERT.PL (with overlap and BioBERT)#7RE+ Macro F1: 82.03NER Macro F1: 91.17