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cs.CL2022★ 4 cited
Detecting Label Errors in Token Classification Data
Wei-Chen Wang, Jonas Mueller
Mislabeled examples are a common issue in real-world data, particularly for tasks like token classification where many labels must be chosen on a fine-grained basis. Here we consid…
cs.CL2021
Distiller: A Systematic Study of Model Distillation Methods in Natural Language Processing
Haoyu He, Xingjian Shi, Jonas Mueller +3
We aim to identify how different components in the KD pipeline affect the resulting performance and how much the optimal KD pipeline varies across different datasets/tasks, such as…
cs.CL2019
IMaT: Unsupervised Text Attribute Transfer via Iterative Matching and Translation
Zhijing Jin, Di Jin, Jonas Mueller +2
Text attribute transfer aims to automatically rewrite sentences such that they possess certain linguistic attributes, while simultaneously preserving their semantic content. This t…