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Relation Extraction on ChemProt (test)

83.64Micro F1SciBERT
14.438432.404250.3768.3358Mar 26, 2019Dec 6, 2019Aug 18, 2020May 1, 2021Jan 12, 2022Sep 25, 2022Jun 8, 2023
Updated 8mo ago

Evaluation results

MethodLinks
SciBERTtraining_mode=finetune2019.0383.64
SCIBERTEvaluation Protocol=Finetune2019.0383.64
DARTtraining_setting=Full2021.0881
Fine-tuningtraining_setting=Full2021.0879.5
BERT-BaseEvaluation Protocol=Finetune2019.0379.14
LM-BFFtraining_setting=Full2021.0879.1
BioBERTtraining_mode=finetune2019.0376.68
SOTA (Kringelum et al., 2016)2019.0376.68
SCIBERTEvaluation Protocol=Frozen2019.0375.03
BERT-BaseEvaluation Protocol=Frozen2019.0368.21
DARTK=322021.0863.1
DARTK=162021.0860.8
MixDAK=16, backbone=RoBERTa, protocol=few-shot2023.0660.6
LM-BFFK=322021.0860
FTK=16, backbone=RoBERTa, protocol=few-shot2023.0657.9
DARTK=82021.0857.2
LM-BFFK=162021.0856.1
LM-BFFK=82021.0855
PFK=16, backbone=RoBERTa, protocol=few-shot2023.0653.7
Fine-tuningK=322021.0852.5
HOK=16, backbone=RoBERTa, protocol=few-shot2023.0647.1
Fine-tuningK=162021.0841.5
Fine-tuningK=82021.0830.2
LOK=16, backbone=RoBERTa, protocol=few-shot2023.0624.2
PTK=16, backbone=RoBERTa, protocol=few-shot2023.0617.1