5 papers
Bridging Context Gaps: Leveraging Coreference Resolution for Long Contextual Understanding
Yanming Liu, Xinyue Peng, Jiannan Cao +6
Large language models (LLMs) have shown remarkable capabilities in natural language processing; however, they still face difficulties when tasked with understanding lengthy context…
Tool-Planner: Task Planning with Clusters across Multiple Tools
Yanming Liu, Xinyue Peng, Jiannan Cao +6
Large language models (LLMs) have demonstrated exceptional reasoning capabilities, enabling them to solve various complex problems. Recently, this ability has been applied to the p…
Enhancing Mathematical Reasoning in Large Language Models with Self-Consistency-Based Hallucination Detection
MingShan Liu, Jialing Fang
Large language models (LLMs) have demonstrated strong mathematical reasoning capabilities but remain susceptible to hallucinations producing plausible yet incorrect statements espe…
Attention Mechanism and Context Modeling System for Text Mining Machine Translation
Yuwei Zhang, Junming Huang, Sitong Liu +2
This paper advances a novel architectural schema anchored upon the Transformer paradigm and innovatively amalgamates the K-means categorization algorithm to augment the contextual…
Dynamic Hypergraph-Enhanced Prediction of Sequential Medical Visits
Wangying Yang, Zitao Zheng, Zhizhong Wu +2
This study introduces a pioneering Dynamic Hypergraph Networks (DHCE) model designed to predict future medical diagnoses from electronic health records with enhanced accuracy. The…