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ResearchFormerly WizWand

Factual Probing on Wikidata

0.31MRRKnowBert-W+W
0.08120.14060.20.2594Sep 9, 2019
Updated 8mo ago

Evaluation results

MethodLinks
KnowBert-W+Wmasked_lm_parameters_millions=110, KAR_parameters_millions=7.3, entity_embedding_parameters_millions=406, forward_backward_time_seconds=0.332019.090.31
KnowBert-Wikimasked_lm_parameters_millions=110, KAR_parameters_millions=2.4, entity_embedding_parameters_millions=141, forward_backward_time_seconds=0.272019.090.26
KnowBert-WordNetmasked_lm_parameters_millions=110, KAR_parameters_millions=4.9, entity_embedding_parameters_millions=265, forward_backward_time_seconds=0.312019.090.22
BERT_LARGEmasked_lm_parameters_millions=336, KAR_parameters_millions=0, entity_embedding_parameters_millions=0, forward_backward_time_seconds=0.752019.090.11
BERT_BASEmasked_lm_parameters_millions=110, KAR_parameters_millions=0, entity_embedding_parameters_millions=0, forward_backward_time_seconds=0.252019.090.09