Xlnet Parallel Hybrid Network Sentiment Analysis Based on Sentiment Word Augmentation. - Zhizhan Xu; Yikui Liao; Siqi Zhan (ICCCS, 2022)

Mixed network sentiment analysis combining sentiment features and multiple attention. - Siqi Zhan; Donghong Qin; Zhizhan Xu (ICMLC, 2022)

Based on Gated Dynamic Encoding Optimization, the LGE-Transformer Method for Low-Resource Neural Machine Translation. - Zhizhan Xu; Siqi Zhan; Wei Yang; Qianglai Xie (IEEE Access, 2024)