no code implementations • COLING 2022 • Ling Ge, Chunming Hu, Guanghui Ma, Junshuang Wu, Junfan Chen, Jihong Liu, Hong Zhang, Wenyi Qin, Richong Zhang
Enhancing the interpretability of text classification models can help increase the reliability of these models in real-world applications.
no code implementations • 7 Mar 2024 • Ling Ge, Chunming Hu, Guanghui Ma, Jihong Liu, Hong Zhang
Secondly, we propose a class-aware parallel adaptation method that aligns class-level distributions for each source-target language pair, thereby alleviating the language pairs' language gap.
no code implementations • 21 Jan 2023 • Ling Ge, Chunming Hu, Guanghui Ma, Hong Zhang, Jihong Liu
Typically, these approaches adopt a teacher-student architecture, where the teacher network is trained in the source language, and the student network seeks to learn knowledge from the teacher network and is expected to perform well in the target language.