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cs.CL2020
Fine-tuning BERT for Low-Resource Natural Language Understanding via Active Learning
Daniel Grießhaber, Johannes Maucher, Ngoc Thang Vu
Recently, leveraging pre-trained Transformer based language models in down stream, task specific models has advanced state of the art results in natural language understanding task…
cs.CL2018
Low-Resource Text Classification using Domain-Adversarial Learning
Daniel Grießhaber, Ngoc Thang Vu, Johannes Maucher
Deep learning techniques have recently shown to be successful in many natural language processing tasks forming state-of-the-art systems. They require, however, a large amount of a…