SciBERT: A Pretrained Language Model for Scientific Text

Benchmark Model Rank Results
citation-intent-classification-on-sciciteSciBERT#4Macro-F1: 86.32
named-entity-recognition-ner-on-bc5cdrSciBERT (SciVocab)#10F1: 88.94
named-entity-recognition-ner-on-bc5cdrSciBERT (Base Vocab)#12F1: 88.11
named-entity-recognition-ner-on-jnlpbaSciBERT (Base Vocab)#16F1: 75.77
named-entity-recognition-ner-on-ncbi-diseaseSciBERT (Base Vocab)#21F1: 86.88
named-entity-recognition-ner-on-ncbi-diseaseSciBERT (SciVocab)#23F1: 86.45
named-entity-recognition-ner-on-sciercSciBERT (SciVocab)#5F1: 67.57
named-entity-recognition-ner-on-sciercSciBERT (Base Vocab)#6F1: 65.24
participant-intervention-comparison-outcomeSciBERT (SciVocab)#2F1: 71.18
participant-intervention-comparison-outcomeSciBERT (Base Vocab)#3F1: 70.82
relation-extraction-on-chemprotSciBert (Finetune)#1F1: 83.64
relation-extraction-on-chemprotSciBERT (Base Vocab)#10F1: 73.7