Domain Adversarial Active Learning for Domain Generalization Classification

no code implementations • 10 Mar 2024 • Jianting Chen, Ling Ding, Yunxiao Yang, Zaiyuan Di, Yang Xiang

Our results demonstrate that the DAAL algorithm can achieve strong generalization ability with fewer data resources, thereby reducing data annotation costs in domain generalization tasks.

Active Learning Classification +1

Incorporating Uncertain Segmentation Information into Chinese NER for Social Media Text

no code implementations • WS 2020 • Shengbin Jia, Ling Ding, Xiaojun Chen, Shijia E, Yang Xiang

Chinese word segmentation is necessary to provide word-level information for Chinese named entity recognition (NER) systems.

Chinese Named Entity Recognition Chinese Word Segmentation +6