3 papers
cs.CL2025
Knowledge Graph-Infused Fine-Tuning for Structured Reasoning in Large Language Models
Wuyang Zhang, Yexin Tian, Xiandong Meng +2
This paper addresses the problems of missing reasoning chains and insufficient entity-level semantic understanding in large language models when dealing with tasks that require str…
cs.CL2025
Collaborative Distillation Strategies for Parameter-Efficient Language Model Deployment
Xiandong Meng, Yan Wu, Yexin Tian +3
This paper addresses the challenges of high computational cost and slow inference in deploying large language models. It proposes a distillation strategy guided by multiple teacher…
cs.CL2025
Clinical NLP with Attention-Based Deep Learning for Multi-Disease Prediction
Ting Xu, Xiaoxiao Deng, Xiandong Meng +2
This paper addresses the challenges posed by the unstructured nature and high-dimensional semantic complexity of electronic health record texts. A deep learning method based on att…