1 code implementation • 18 Apr 2024 • Yanru Qu, Keyue Qiu, Yuxuan Song, Jingjing Gong, Jiawei Han, Mingyue Zheng, Hao Zhou, Wei-Ying Ma
Generative models for structure-based drug design (SBDD) have shown promising results in recent years.
1 code implementation • 17 Mar 2024 • Yuxuan Song, Jingjing Gong, Yanru Qu, Hao Zhou, Mingyue Zheng, Jingjing Liu, Wei-Ying Ma
Advanced generative model (e. g., diffusion model) derived from simplified continuity assumptions of data distribution, though showing promising progress, has been difficult to apply directly to geometry generation applications due to the multi-modality and noise-sensitive nature of molecule geometry.
1 code implementation • 12 Dec 2023 • Yuxuan Song, Jingjing Gong, Minkai Xu, Ziyao Cao, Yanyan Lan, Stefano Ermon, Hao Zhou, Wei-Ying Ma
The generation of 3D molecules requires simultaneously deciding the categorical features~(atom types) and continuous features~(atom coordinates).
1 code implementation • 5 May 2023 • Bo Qiang, Yuxuan Song, Minkai Xu, Jingjing Gong, Bowen Gao, Hao Zhou, WeiYing Ma, Yanyan Lan
Generating desirable molecular structures in 3D is a fundamental problem for drug discovery.
no code implementations • 16 Nov 2020 • Jingjing Gong, Hang Yan, Yining Zheng, Xipeng Qiu, Xuanjing Huang
A lot of natural language processing problems need to encode the text sequence as a fix-length vector, which usually involves aggregation process of combining the representations of all the words, such as pooling or self-attention.
no code implementations • 19 Dec 2018 • Jingjing Gong, Xinchi Chen, Tao Gui, Xipeng Qiu
With these auto-switched LSTMs, our model provides a more flexible solution for multi-criteria CWS, which is also easy to transfer the learned knowledge to new criteria.
1 code implementation • 9 Nov 2018 • Tao Gui, Qi Zhang, Lujun Zhao, Yaosong Lin, Minlong Peng, Jingjing Gong, Xuanjing Huang
In recent years, long short-term memory (LSTM) has been successfully used to model sequential data of variable length.
Ranked #34 on Sentiment Analysis on IMDb
no code implementations • EMNLP 2018 • Jingjing Gong, Xipeng Qiu, Xinchi Chen, Dong Liang, Xuanjing Huang
Attention-based neural models have achieved great success in natural language inference (NLI).
no code implementations • EMNLP 2018 • Tao Gui, Qi Zhang, Jingjing Gong, Minlong Peng, Di Liang, Keyu Ding, Xuanjing Huang
However, from a linguistic perspective, Twitter users not only tend to mimic the formal expressions of traditional media, like news, but they also appear to be developing linguistically informal styles.
Ranked #2 on Part-Of-Speech Tagging on Ritter
2 code implementations • COLING 2018 • Jingjing Gong, Xipeng Qiu, Shaojing Wang, Xuanjing Huang
The dynamic routing policy is dynamically deciding that what and how much information need be transferred from each word to the final encoding of the text sequence.
Ranked #44 on Sentiment Analysis on IMDb
1 code implementation • 9 Jun 2017 • Xipeng Qiu, Jingjing Gong, Xuanjing Huang
In this paper, we give an overview for the shared task at the CCF Conference on Natural Language Processing \& Chinese Computing (NLPCC 2017): Chinese News Headline Categorization.
no code implementations • 15 Nov 2016 • Jingjing Gong, Xinchi Chen, Xipeng Qiu, Xuanjing Huang
However, it is nontrivial for pair-wise models to incorporate the contextual sentence information.