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

Xiang Chen, Ningyu Zhang, Xin Xie, +6

Proceedings of the ACM Web Conference 2022

Structured PredictionLlm Fine-tuningEngineeringKnowledge ExtractionRelation Extraction +15

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

Ningyu Zhang, Shumin Deng, Zhanlin Sun, +4

EngineeringKnowledge ExtractionText MiningNatural Language ProcessingApplied Linguistics +18

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

Shumin Deng, Ningyu Zhang, Wen Zhang, +3

EngineeringMachine LearningStock Trend PredictionTrend PredictionRecurrent Neural Network +14

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

Yuqi Zhu, Xiaohan Wang, Jing Chen, +6

World Wide Web

Knowledge BaseKnowledge RepresentationEngineeringGraph TheoryData Science +10

Document-level Relation Extraction as Semantic Segmentation

Ningyu Zhang, Xiang Chen, Xin Xie, +6

Structured PredictionEngineeringSemantic WebSemantic GraphText Mining +16

Contrastive Triple Extraction with Generative Transformer

Hongbin Ye, Ningyu Zhang, Shumin Deng, +4

Proceedings of the AAAI Conference on Artificial Intelligence

Structured PredictionEngineeringMachine LearningContrastive Triple ExtractionText Mining +15

Reasoning with Language Model Prompting: A Survey

Shuofei Qiao, Yixin Ou, Ningyu Zhang, +6

EngineeringModel-based ReasoningLanguage Model PromptingShuofei QiaoSemantics +20

Attention-Based Capsule Networks with Dynamic Routing for Relation Extraction

Ningyu Zhang, Shumin Deng, Zhanling Sun, +3

Molecular Contrastive Learning with Chemical Element Knowledge Graph

Fang Yin, Qiang Zhang, Haihong Yang, +7

Proceedings of the AAAI Conference on Artificial Intelligence

Graph Representation LearningMachine LearningEngineeringMolecular BiologyComputational Chemistry +20

Relation Adversarial Network for Low Resource Knowledge Graph Completion

Ningyu Zhang, Shumin Deng, Zhanlin Sun, +3

EngineeringMachine LearningNetwork AnalysisLink PredictionText Mining +17