Shumin Deng

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

Xiang Chen, Ningyu Zhang, Xin Xie et al. · Proceedings of the ACM Web Conference 2022 · 2022 · 343 citations · Full text

Structured Prediction, Llm Fine-tuning, Engineering +17

Long-tail Relation Extraction via Knowledge Graph Embeddings and Graph Convolution Networks

Ningyu Zhang, Shumin Deng, Zhanlin Sun et al. · 2019 · 254 citations · Full text

Engineering, Knowledge Extraction, Text Mining +20

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

Shumin Deng, Ningyu Zhang, Wen Zhang et al. · 2019 · 179 citations · Full text

Engineering, Machine Learning, Stock Trend Prediction +16

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

Yuqi Zhu, Xiaohan Wang, Jing Chen et al. · World Wide Web · 2024 · 168 citations

Knowledge Base, Knowledge Representation, Engineering +12

Document-level Relation Extraction as Semantic Segmentation

Ningyu Zhang, Xiang Chen, Xin Xie et al. · 2021 · 167 citations · Full text

Structured Prediction, Engineering, Semantic Web +18