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method ID: selfsupervision

Related Papers

Leveraging Monolingual Data with Self-Supervision for Multilingual Neural Machine Translation

Authors: nan

Publication: TIPSTER (2020)

DOI: nan

AbstractOver the last few years two promising research directions in low-resource neural machine translation (NMT) have emerged. The first focuses on utilizing high-resource languages to improve the quality of low-resource …...

37944

Out-of-Scope Intent Detection with Self-Supervision and Discriminative Training

Authors: nan

Publication: TIPSTER (2021)

DOI: nan

AbstractOut-of-scope intent detection is of practical importance in task-oriented dialogue systems. Since the distribution of outlier utterances is arbitrary and unknown in the training stage, existing methods commonly rely on …...

8574

Self-Supervised Test-Time Learning for Reading Comprehension

Authors: nan

Publication: TIPSTER (2021)

DOI: nan

AbstractRecent work on unsupervised question answering has shown that models can be trained with procedurally generated question-answer pairs and can achieve performance competitive with supervised methods. In this work, we …...

21778

Unsupervised Paraphrasing with Pretrained Language Models

Authors: nan

Publication: TIPSTER (2021)

DOI: nan

AbstractParaphrase generation has benefited extensively from recent progress in the designing of training objectives and model architectures. However, previous explorations have largely focused on supervised methods, which require a large …...

31685