1 code implementation • 15 Jun 2023 • Kun Zhang, Le Wu, Guangyi Lv, Enhong Chen, Shulan Ruan, Jing Liu, Zhiqiang Zhang, Jun Zhou, Meng Wang
Then, we propose a novel Relation of Relation Learning Network (R2-Net) for text classification, in which text classification and R2 classification are treated as optimization targets.
no code implementations • 6 Aug 2021 • Kun Zhang, Guangyi Lv, Le Wu, Enhong Chen, Qi Liu, Meng Wang
In order to overcome this problem and boost the performance of attention mechanism, we propose a novel dynamic re-read attention, which can pay close attention to one small region of sentences at each step and re-read the important parts for better sentence representations.
no code implementations • 9 Jun 2021 • Kun Zhang, Guangyi Lv, Meng Wang, Enhong Chen
Then, we develop a Dynamic Gaussian Attention (DGA) to dynamically capture the important parts and corresponding local contexts from a detailed perspective.
no code implementations • 16 Dec 2020 • Kun Zhang, Le Wu, Guangyi Lv, Meng Wang, Enhong Chen, Shulan Ruan
Sentence semantic matching is one of the fundamental tasks in natural language processing, which requires an agent to determine the semantic relation among input sentences.
no code implementations • Findings (ACL) 2021 • Shuai Wang, Guangyi Lv, Sahisnu Mazumder, Bing Liu
We refer to this problem as domain polarity-changes of words.
no code implementations • 2 Jan 2020 • Han Wu, Kun Zhang, Guangyi Lv, Qi Liu, Runlong Yu, Weihao Zhao, Enhong Chen, Jianhui Ma
Technological change and innovation are vitally important, especially for high-tech companies.
no code implementations • 9 Nov 2018 • Mingxiao An, Yongzhou Chen, Qi Liu, Chuanren Liu, Guangyi Lv, Fangzhao Wu, Jianhui Ma
Recently deep neural networks have been successfully used for various classification tasks, especially for problems with massive perfectly labeled training data.