773 citations · 1k across the 11 of their papers we have counts for
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cs.CL2022
Uncertainty Sentence Sampling by Virtual Adversarial Perturbation
Hanshan Zhang, Zhen Zhang, Hongfei Jiang +1
Active learning for sentence understanding attempts to reduce the annotation cost by identifying the most informative examples. Common methods for active learning use either uncert…
cs.CL2019★ 773 cited
ERNIE: Enhanced Representation through Knowledge Integration
Yu Sun, Shuohuan Wang, Yukun Li +7
We present a novel language representation model enhanced by knowledge called ERNIE (Enhanced Representation through kNowledge IntEgration). Inspired by the masking strategy of BER…