281 citations · 327 across the 8 of their papers we have counts for
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cs.LG2018
Search-Guided, Lightly-supervised Training of Structured Prediction Energy Networks
Amirmohammad Rooshenas, Dongxu Zhang, Gopal Sharma +1
In structured output prediction tasks, labeling ground-truth training output is often expensive. However, for many tasks, even when the true output is unknown, we can evaluate pred…
cs.CL2018★ 35 cited
Word Embedding Perturbation for Sentence Classification
Dongxu Zhang, Zhichao Yang
In this technique report, we aim to mitigate the overfitting problem of natural language by applying data augmentation methods. Specifically, we attempt several types of noise to p…