Shumin Deng

2026

LookAhead Tuning: Safer Language Models via Partial Answer Previews.

Kangwei Liu|Mengru Wang|Yujie Luo|Lin Yuan|Mengshu Sun|Lei Liang|Zhiqiang Zhang|Jun Zhou|Bryan Hooi|Shumin Deng

Proceedings of the Nineteenth ACM International Conference on Web Search and Data Mining, WSDM 2026, Boise, ID, USA, February 22-26, 2026

2025

PhishIntel: Toward Practical Deployment of Reference-Based Phishing Detection.

Yuexin Li|Hiok Kuek Tan|Qiaoran Meng|Mei Lin Lock|Tri Cao|Shumin Deng|Nay Oo|Hoon Wei Lim|Bryan Hooi

Companion Proceedings of the ACM on Web Conference 2025, WWW 2025, Sydney, NSW, Australia, 28 April 2025 - 2 May 2025

2024

LLMs for knowledge graph construction and reasoning: recent capabilities and future opportunities.

Yuqi Zhu|Xiaohan Wang|Jing Chen|Shuofei Qiao|Yixin Ou|Yunzhi Yao|Shumin Deng|Huajun Chen|Ningyu Zhang

World Wide Web (WWW) 2024 Volume 27 Issue 5

2023

Schema-aware Reference as Prompt Improves Data-Efficient Knowledge Graph Construction.

Yunzhi Yao|Shengyu Mao|Ningyu Zhang|Xiang Chen|Shumin Deng|Xi Chen|Huajun Chen

Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2023, Taipei, Taiwan, July 23-27, 2023

2022

Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph Completion.

Xiang Chen|Ningyu Zhang|Lei Li|Shumin Deng|Chuanqi Tan|Changliang Xu|Fei Huang|Luo Si|Huajun Chen

SIGIR '22: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, Madrid, Spain, July 11 - 15, 2022

KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction.

Xiang Chen|Ningyu Zhang|Xin Xie|Shumin Deng|Yunzhi Yao|Chuanqi Tan|Fei Huang|Luo Si|Huajun Chen

WWW '22: The ACM Web Conference 2022, Virtual Event, Lyon, France, April 25 - 29, 2022

Ontology-enhanced Prompt-tuning for Few-shot Learning.

Hongbin Ye|Ningyu Zhang|Shumin Deng|Xiang Chen|Hui Chen|Feiyu Xiong|Xi Chen|Huajun Chen

WWW '22: The ACM Web Conference 2022, Virtual Event, Lyon, France, April 25 - 29, 2022

From Discrimination to Generation: Knowledge Graph Completion with Generative Transformer.

Xin Xie|Ningyu Zhang|Zhoubo Li|Shumin Deng|Hui Chen|Feiyu Xiong|Mosha Chen|Huajun Chen

Companion of The Web Conference 2022, Virtual Event / Lyon, France, April 25 - 29, 2022

2020

Meta-Learning with Dynamic-Memory-Based Prototypical Network for Few-Shot Event Detection.

Shumin Deng|Ningyu Zhang|Jiaojian Kang|Yichi Zhang|Wei Zhang|Huajun Chen

WSDM '20: The Thirteenth ACM International Conference on Web Search and Data Mining, Houston, TX, USA, February 3-7, 2020

Relation Adversarial Network for Low Resource Knowledge Graph Completion.

Ningyu Zhang|Shumin Deng|Zhanlin Sun|Jiaoyan Chen|Wei Zhang|Huajun Chen

WWW '20: The Web Conference 2020, Taipei, Taiwan, April 20-24, 2020

2019

Knowledge-Driven Stock Trend Prediction and Explanation via Temporal Convolutional Network.

Shumin Deng|Ningyu Zhang|Wen Zhang|Jiaoyan Chen|Jeff Z. Pan|Huajun Chen

Companion of The 2019 World Wide Web Conference, WWW 2019, San Francisco, CA, USA, May 13-17, 2019.