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LIANMING HUANG · Shangyu Wu · Yufei Cui · Ying Xiong · Haibo Hu · Xue Liu · Tei-Wei Kuo · Nan Guan · Chun Jason Xue
Xiaolong Weng · Yuanyun Zhou · Boyu Qiu · Zehua Wang · Ying Xiong · Buzhou Tang
Named Entity Recognition (NER) and Relation Extraction (RE) are two fundamental and interdependent tasks in information extraction (IE), aiming to identify entities and relations from unstructured text. Recently, generative methods have become mainstream instead of discriminative methods for IE,...
Zehua Wang · Zhaojin Zhang · Boyu Qiu · Xiaolong Weng · Ying Xiong · Buzhou Tang · Min Zhang
Retrieval-Augmented Generation (RAG) has been widely adopted to enhance large language models (LLMs) by incorporating external knowledge. However, the two main existing paradigms struggle with multi-hop reasoning: aggregate-first approaches suffer from high construction costs and limited adaptabi...